{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inference Example\n",
    "\n",
    "The following example demonstrates how to use PDEformer to predict the solution of a given PDE. Before running, you need to download the pre-trained PDEformer weights and modify the `model/load_ckpt` parameter in `configs/inference/model-M.yaml` to the corresponding path of the weight file.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mindspore import context\n",
    "from src import load_config, get_model, PDENodesCollector, sample_grf\n",
    "from src.inference import infer_plot_2d, x_fenc, y_fenc, interp_fenc\n",
    "\n",
    "# basic setting\n",
    "context.set_context(mode=context.GRAPH_MODE, device_target=\"CPU\")\n",
    "config = load_config(\"configs/inference/model-M.yaml\")\n",
    "model = get_model(config)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Solving the Two-Dimensional Nonlinear Conservation Law Equation\n",
    "\n",
    "- PDE Form: $u_{t} + (u^2)_x + (-0.3u)_y = 0$\n",
    "\n",
    "- Initial Condition: $u(0,x,y) = \\exp(-2(x-\\frac{1}{2})^2-8(y-\\frac{1}{2})^2)$\n",
    "\n",
    "- Boundary Condition: Periodic boundary conditions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define the PDE to be solved\n",
    "pde = PDENodesCollector()\n",
    "u = pde.new_uf()\n",
    "u_ic = np.exp(-4 * (x_fenc - 0.5)**2 - 8 * (y_fenc - 0.5)**2)\n",
    "pde.set_ic(u, u_ic, x=x_fenc, y=y_fenc)\n",
    "pde.sum_eq0(pde.dt(u), pde.dx(pde.square(u)), pde.dy(-0.3 * u))\n",
    "\n",
    "# inference with resolution 32, and plot the results\n",
    "pde_dag = pde.gen_dag(config)\n",
    "x_plot, y_plot = np.meshgrid(np.linspace(0, 1, 32), np.linspace(0, 1, 32), indexing=\"ij\")\n",
    "u_pred = infer_plot_2d(model, pde_dag, x_plot, y_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Solving the Viscous Convection-Diffusion Equation\n",
    "\n",
    "- PDE Form: $u_{t} + (\\frac{1}{2}u)_x + f(x,y) - 3\\times 10^{-3}\\Delta u = 0$\n",
    "\n",
    "- Initial Condition: $u(0,x,y) = \\sin(2\\pi x)\\cos(4\\pi y)$\n",
    "\n",
    "- Source Term: $f(x,y) = \\exp(-32(x-\\frac{1}{2})^2-32(y-\\frac{1}{2})^2)$\n",
    "\n",
    "- Boundary Condition: Periodic boundary conditions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "u_ic = np.sin(2 * np.pi * x_fenc) * np.cos(4 * np.pi * y_fenc)\n",
    "f_arr = np.exp(-32 * (x_fenc - 0.5)**2 - 32* (y_fenc - 0.5)**2)\n",
    "# plot source term\n",
    "plt.figure(figsize=(3, 3))\n",
    "plt.pcolormesh(x_fenc, y_fenc, f_arr, cmap=\"turbo\")\n",
    "\n",
    "# define PDE\n",
    "pde = PDENodesCollector()\n",
    "u = pde.new_uf()\n",
    "pde.set_ic(u, u_ic, x=x_fenc, y=y_fenc)\n",
    "f = pde.new_coef_field(f_arr, x=x_fenc, y=y_fenc)\n",
    "pde.sum_eq0(u.dt, (0.5 * u).dx, f, -(3e-3 * (u.dx.dx + u.dy.dy)))\n",
    "\n",
    "# inference and plot\n",
    "pde_dag = pde.gen_dag(config)\n",
    "pde_dag.plot(hide='aux')  # plot the computational graph\n",
    "u_pred = infer_plot_2d(model, pde_dag, x_plot, y_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The solution for $t > 1$ is obtained through iterative extrapolation:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+g2i0bXN8PkknxqjnoqWE1ree2XdDrjo9SR07p3ssut8Gt1ApEwVtT+Ju9usSMKhBFBn0K36lG1bKVCWp3VW1UAOqqlcfwQW76TFaW9X7KvkZ3Xd0R3ueic9H8MCxOfiXgHqeWlvSiNouTn7HHlI7/PSpo1HSSq+jW6vej6nd9LmWaGwj6WQkpZRJxul27TQ9bt1Ln8W+HPsC1LZ9BWrb7Sui9uKtoPZulKs3vl1Gz3FbIb2vIkVqOxYO0WV7gvR4Ij713my2aN3aDLX+SSPzq57PVZ/1uS6194J0kqSL4mr9y1pp/Yqb6LnNr3fRErMx8bw3kZ9P24PhRNZpVaXDMDhUVlairq6OLKurq0MoFEJOTg4sy4JlWdo8lZWV2m36/X5tg5efayGU60FePr3JgiF6mH5LvaG8SXrTWT72cpRQGwQzyZb1oMNgspdlK0j34wvSBzEA5LDLlGerA2Ih9pIYCtIGIO1X6+Z4acMZZYFKgprGNoctCrChZt3Qs58t4tsIak4bD5qSz+oa6nI8Qa+BkN+EEaTnxehyThoaGsi6/tog0L0d5poG8jTDmSF2DPnsmnhy1OuayKXXNZnPXmo1MWOCzBYCHs0D0Kb19qSY/afUF0ArS4fB41EfOl4f3Y+f1SVH4xWZa7CHTAu3bc1bL3vom+xcJzXXI8ZsLM7sPa2xS/b+jX2bcOEz9PdMbucyd2jt0DJgMpNSX7nUDkNQE7Aon52/PHZ+g5oXGT+/Juz+5LbdvmF6gmPsnSKWp74IB/10O1HWvvtd1f5ToO2s46rtLsdn0H0HjOy2HEyyjhZYGxBTy4RYp8jStAtJ1nZ0tfccy0C+7sne5boOpR3mBy2w92C4AfWYUuyYEsymEl7VLpNpuoy3DD3qMLDt+jW27GN187L6G5prZDP79ubRbbj56gt3Op8eQZzZQtqnsQWLXWxN58DUdCK64tdME5rj0roE0+wDkU89t3ns03t+krXd0X07Gs5uapbHVOyErEfv51Vdvnw57rzzTtTW1mLGjBm47777MHv2bG3eBx98EI899hjeffddAMCsWbPws5/9jOS/8MIL8eijj5Jy1dXVWLVqVa/r1lMGvcMwd+5c/OUvfyHLVq9ejblz5wIAfD4fZs2ahTVr1mDBggUA2n0f16xZg8svv7xX+3IMwNE85PnF9RjqC0fApL3nHIt+7Uh51QeKZdLHr+3Qm9LQ7CfPR78MlXkbSbrS3KOUyU/Tnr4/pRqyN8kW2PSYXVs1cN6Ycp+9oKZBKPDx7dC07aj7yWFWxj7WoDhX3U+Q9SIsbw86Y+xrky/uge/zU/fKK6+QdYNlgwAQyjMRzFMbdg9/yGga/2yY/Au35mM7t3c/uHEAAYMu87Ovp0FLHcXymTQPv49Cluo3XWLRL/0FBv2ymGurr7BBVl2LvRQYKdXG+BJu217NS0Au+5KeZveIaaj74ebddTf5PqA4qHnZDpowbBeAPaR2mJNjwuulFXY09sLve39APVeBIL2JuS2bmvNrZIiUCuDzc0Lh9u1lfVDd/Ode9mLjd6lN5Rp0xAoA0i6tv+6ZwMkz6BfvXNDtBlzVlgM2PSCPTc8Jt20A+ovE4Oe26/UwfSY8SjsNBAImUp9/gR9KOzQ0h2NYGnthNsRtyvKr7SV/Kjv8HtbYoMmeJdyWLf7A0tQNWWy7vTKsLuw8eDTXntt7gKVjHs115e8huhfxLO+3Pqgfe3zsvvKx4/Hq2hJ2TPyYDxQGeoShY9axFStWYM6cObjnnntQXV2NDz/8EOXl5Ur+tWvX4txzz8Xxxx+PQCCA22+/Haeccgree+89jB07tjPf/Pnz8fDDD3emB2PksCu97jC0trbik08+6Uxv2bIFmzZtQnFxMcaPH48lS5Zg165deOyxxwAAl156Ke6//35cffXV+N73voeXX34ZTz/9NF544YXObSxevBgXXHABjjnmGMyePRv33HMPotEoFi5cOACHKIw0WtMuttbue3ndEk5jU20CZRVJjC/1YckTu7C7KYkVtx3WmWfr1q1ig8KA0ua4qOvyTK2zgU8SLvItoMJj4MEmB402cHuXL4tih8JA05p08F7Tvhe+ba0O3k05KPIaGJtj4taPkqhJuLh94r4XY7FDQeiegdYw3H333Vi0aFHn/bNixQq88MILWLlyJa699lol/+OPP07Sv/nNb/A///M/WLNmDc4///zO5X6/P+Oo30DT6w7DG2+8QQRTHT6LF1xwAR555BHU1NRg+/btnesnTpyIF154AT/+8Y/xi1/8AgcddBB+85vfoLq6ujPP2WefjYaGBtxwww2ora3FzJkzsWrVKkV0JQgA8P/22ljw533aj6teatdnXHBCAg//YAJqwyls30M/Uz/99NO47rrrxAaFAeOTFPCfXQYEf9MM/KbZRXUecE2ZgSYb4DIgsUNhoNlYm8Qp/7tvdO8/32wfHTyryoN7jvKjLuFid5uDrnO7iB0KQvdYlpHZJenzwRY+G5nOLa+vs451JRaLIZVKobi4mCxfu3YtysvLUVRUhJNOOgk//elPUVJS0qNt9oVedxhOPPFEuG7341u6iJEnnngi3nrrrYzbvfzyy/s03CmMPv6lzIPUDROV5dYR7TfTwz+YAADo6kDwr//6r2KDwoBylN/An8fSZV3d+K4pUz9DiR0KA80J4wMIn0dfJKKN+0Zg7zmq/QWmrXVf71XsUBC6x7QMrTtb5/rPXa3GjaOT4yxduhQ33ngjWdbY2NinWce6cs0116CqqoqEKJg/fz6+8Y1vYOLEifj000/xH//xHzj11FOxbt06WNbgTPx6QM6SlA3u41+YpJ/5DrY00SqZJqjCotqCVlcVgaaZyK0nfrGFZguti1lL0hPTVIwGAAdHaP1LwqqAydPGOnHcl1PjlxkooT3hogTzt9X0sIuZKCvJ/Ml1ERC5qIzrE3T+/oEQPcYgm0rJLFA1JW4PdA5DwZgJQRRqZo3xlTFhcTFNuxoRKNfRcx/RnKR6vrm9H2TsVfL4LZpnrJ/eE1GdvbPZpwNMG6HzFS9zm0m6PEU1DGOi6j1SEGX7UeUUCty+A5XUXgo02ho/E0sUxWhdUknVAZe7l/OvUDqtRCDXQkvKBd5XZ7sZTEoOzkWQ+dDrtEzZfLoBwJNH70cPu/+sAtV31iiiy1yNDzqH+/QHkrRuBXGd1oD6cPt8tI0Nmapdpgw6a5zW75vhdZjo06H75fcdAJSyyYDyY+xcq/IilYDaLvC2I8Cuq6W5hsFoGt6UC6zvyU4HDtdUr72haes8ZWxSBabx8hWr59duU5eR/Whe+rh+wmSCZd2z0sxjzxtef835BnsWci2HV9N2B+O0brYiAlDbpAATMBaamtmkskQm5voEAPAzm8pns8blxdVtBtisidy+DceFodnXcKOnLkk7duxAKLRv5pHB0BDcdtttePLJJ7F27VoEAvvu+3POOafz/6OOOgrTp0/H5MmTtXFWBorh8YYlCIIgCIIgCPsZw2vCzPAzPv/IEgqFyE/XYSgtLe3TrGMAcNddd+G2227DSy+9hOnTp2fMO2nSJJSWlhKN8UAjHQZBEARBEARBwD6XpEy/ntJ11rEOOmYd65iZTMcdd9yBZcuWYdWqVTjmmGOy7mfnzp3Ys2cPxowZ0+O69RbpMAiCIAiCIAgC2l3Zsv16w+LFi/Hggw/i0UcfxebNm3HZZZeRWcfOP/98Ioq+/fbbcf3112PlypWYMGECamtrUVtbi9bWdrfW1tZWXHXVVXjttdewdetWrFmzBmeccQamTJlCJi8YaEaUhsE123/BNtoPGhumPnN5SdWXeJKXLksx/zVNAOOs6OYM576mBXRqb8V/GwDyI9R/MqhOdw9PlPlyMoO2ylSf9CD3+x5LI6QWa/xDnSSL2MmOR3cjcZ/QbGkAMPiyXOpD7YZUHUeaBeizPYAmxt2gU/TFMQiWBtQVzFfWYXPbO5rgP1zDwP1eiyJqGS/zWy8KqD7LB3tovI84S+vsnduzxdJ+jTtxgLnT5jIf3byoeh2DrcwPlulzXJ1fMjvfXnYuvcy2ASCP2bfLbJvrgLSwuuhiaxg+E964Dfzv4A0V6wjNqUCoJw82nkejw1DDQdO0Tj/ksGBXDvNj111H7vOcxyLH6uauL2SxJpJsgviEV9Uw2H34VMZjnnCtnC+l0Q2wZ1EgltnHGwBcDwvwVajqtbjfva+CanZ8cc3NaLsw2mzgf8LqukHEtQzY7NqbXvV5xDUvFgurbmk0Rd5s96jO/vkyZrs6u3TZ+4Dr5WnVoGxfZg2DTzVLgOnEfEzDkx9Tz0GSx1rR2LajiSnTFdPV3IsscqWP27tGg+FjugYmlYPjMeBkmH1ouGB6DEXbRda7vQswkW3Wse3bt8PsEtzhV7/6FZLJJL75zW+S7XSIqi3Lwttvv41HH30U4XAYVVVVOOWUU7Bs2bJBjcUwojoMgiAIgiAIgtBXso0i9HaEAcg869jatWtJeuvWrRm3lZOTgxdffLHXdegv0mEQBEEQBEEQBLTPpKWLRr5v/RBWZhghHQZBEARBEARBAGD6TJg618yO9UNYl+GEdBgEQRAEQRAEAZ/HYcjkkpQlrsVIZUR1GAyn/ZcfZkIhlmbBWQHsi9zXmWZiHTOlioa4iKkn63nQEoMJu3gaAODoghVlxmWCWrdAFZdyEaLtZ0JvjXXYbBkX5eoEVz3Jw+FiKX59dOdWtx9e36EgPLcATp5GyM1trAfHxPNwoZwvrp7Mgqbef//IZsu6PEpaI0DMWkYXxIdHR+MTEGjE4XYuE5QzUaXOlrPZJV+vy9NTIq2ZA0wNBs3HhGBwYX0P6q877mzo7Kcv9zAXAXuYsDIXPXlQ999fQHcO+tLeK3l6IKTn7XA6R227XZNNAtHDdrhlP9ih7QPi+fy6ZQ9SyRko2822HSVWGrK33dzWdWWUwG0a0bMqgufnLbttD9T9OxjYfgO2ZuKC4Ya4JOkZUR0GQRAEQRAEQegrhs+EkcElKcukUyMW6TAIgiAIgiAIAgZnlqSRgHQYBEEQBEEQBAHiktQdI6rDYLrtvoX+ZhbwZS9zDNybUMraDTSCmt1My6RbWQQq9DGIGQvsxJX4liaImVVMg1KZxWpgDpcFZkuWUB/XaKFSBHuLqONlQ4iet6aAesO0eGj94gbdj22ox2y59Lx4XXrech313OanaJ4iFuAuFFPrFkiwIElxA7Zv6McO35yaRkmu6hSax8yOH0OeJmgfD2IWaKbHY0VVfYsZZvYeVc+vy+zZyRbEDKp9c3T2zgOZ8SB9Rp7qn40QDVRlF9N0Kl+99q2FtG6RfHo8kaB6PVrZbRRjAYXimgeGzr674uX6C7QHa4xGeq9D6i/vTUkhUEDr05cAlADAYqEpQfqCmiBOuW3cvmk6p1UT+ClKr6OH2bcZ05xHHrSSBy3TBPxy7cxO29qXhWwB7nhwOwDIZRqSIM2TzlXLJGkMNsTy1PsulkPrH2XpmKbdS3iwX+ww6QeiIVqfeEA9/3EfD7hHy2ji4inLbHaJeqJ74HqEgEaP4Gd+99y2eYA+QA3Sx/VnPCAlAJgJen2MRA80jty+de10FntHT+w9wHRiAfWCcH1ZOoduIxUAUkMvo+k1hjeLS9IQaT6GGyOqwyAIgiAIgiAIfcYy9J2ozvWjU8QgHQZBEARBEARBgGgYukM6DIIgCIIgCIKAdlda7k5L1otL0oGPY7T7LJpsrmlnawtJxz7cq5SN7IrRdJhuozWqWkiCxWZw2JzyHk0vNDeH+fXm0XSohPprA0Du2FySDmh869xK6vjaFqLrd1eqfuwfFdMb4gMPjVDxXnqSUmZ3soKkw6kikrZd9SbzmdSnvshLz3+Vt1YpMzm4k6QnBupJelyAiRoAlLfwYUILcU38jMHmH4FJGJcXVZZX5jSTdJWfnpdKzQioP05vUTNNj8esV8+DvaOVpOO7WpU88T1UUNHWQu09pfP7ZvZtMZ9/r8Yu/cyHO1BChQOBsXlKGctLt+N6qIYnFlKvaV0prf/2Alq3XT52QwDYaZSSdK1TQtJhO18pk3Bo/T0G0+NYmuvu3YNEMgngTWXdYLIhrxLIpe1CwlXbF47fUCaDRy6oA3aRS4+zJK3aYWmAnptKk9lPWn38+GlTrbTlqNPYexOtW4qltfoznS94F3SBmbi+zMP0Nx6Ntsxk+jPDS6+H41X3wzULewpVp+9adg80+Ol1bbBU240giLiTAvCWsm4wiQcdtLH67s1V7+FmFn8i4qHnN2aqttvGNHQJlk5rYvJ6QK+936X2keuqGsfCNF1WGKS2XdKq2lORSZ+FVprWRaPeUjU6EXovuhH13nSy6NEAqLoG9m6i1VsyezcLqH2bRRotJbNnx0PPQSzPRRsOAHce01A1HHz9KGREdRgEQRAEQRAEoc9YWToM4pIkCIIgCIIgCKMYr9n+6470ATBKMghIh0EQBEEQBEEQgPYZkmSWJAXpMAiCIAiCIAgCIC5J3TCiOgxpX/vPYAKfNBPBtdSowrndu6iYaFcTFR81qkWg0xZ1Jcej9kKLWMCaMQW0F6sT2/kLmGhPE5jF9dPttIRo/Xepmk984BlD0n+LzybpTyKHKWUSYVrGaqPiOsPWBHPx0/O/Oxgm6S35VNAMALvzPiXpqP89miFnm1LGa9OL5E85iCeH/kvAq21HY2LuHmX5oZ6tdEFODUkGk6qgrZAHYGLCYyVoFYBELRPw74wpeZqbqE1FWqi9cEE/oMb+8TOBGxf0A0BBIS1ksmFeX5kaSMpiX3Z48J9wgXrM3L43+8tI+m17ilLm4zgV9de3UdtOplgELQC2TaWKlkXPo8+rnuuSQD3saBuAp5V1g8k/EzOQbCsmy7hoG1CF25ahnt8ST5ikK6xGkp7k3aWUsQ16DwTSdLvBNlUompvJDQB6QScXOScaWbpFFT2nNaL+rng0An5vkAfqZLado7Z9fCuupQay4kTy6X64wBkAtubQyQI+BbXdrekqpcweuwjpRBzAn9WdDiKxgIsom9ugUXOu6j10co8Go4Ck97jqQyzs0OdPq0PvWVvzimOB2lCeSe/ZUjOslKnyUVuutOgEFrZmogDLodfRw4K/eeMaYT2zf4O1967G/rno2dblYfbORc48gKwOgwfd1ORxPXQ7SWbfkXwbrTgAphjymmpgxq6MUpekHsRBVFm+fDkmTJiAQCCAOXPmYMOGDd3mPfHEE2EYhvI7/fTTO/NceOGFyvr58+f3pWrCKOKvv9yNKydtwMXBf+CmuZvw/kZ1NqAOTj/9dLFDYcBpffjPqJn9Peyc+HXUnb4Y8Tc/yZi/oKBAbFAYcDYu/wi/nPg87sh5Co8c9xL2bKjJmF/sUBAyYBrZf6OQXo8wPPXUU1i8eDFWrFiBOXPm4J577kF1dTU+/PBDlJeXK/n/8Ic/INnly+mePXswY8YMnHXWWSTf/Pnz8fDDD3em/X71S5ggdLD+qQb87srPcMEvp2DynHy8+IvduPLrH+OJjUeiqEydsO6///u/EQjs+9whdij0l7bn1yJ8029QdNsP4Tv6ULQ++EfUfusWjFt3D6yyAm2Zjz76CPn57V9FxQaFgWDDU/VYc+UHmP+rY1E1pwSv3/Mh/nb6/+Ar730PgXJ1lAwQOxSETLiWoYwG8vWjkV6PMNx9991YtGgRFi5ciGnTpmHFihUIBoNYuXKlNn9xcTEqKys7f6tXr0YwGFQaJ7/fT/IVFRVptycIALDqnl044eJKfGlhJcZOy8WFv5qCQNDEC//dqM0vdigMNNEH/4Dcb1cj95z/D95DxqPw9h/CyPGh5Ym/dVumoqJCbFAYUFb/fAdmXDwZ0xdOQum0AsxfcSw8QS8+e+SdbsuIHQpC97heM+tvNNKrEYZkMomNGzdiyZIlnctM08S8efOwbt26Hm3joYcewjnnnIPcXOqvuHbtWpSXl6OoqAgnnXQSfvrTn6KkpES7jUQigURiXyCVSCQCoD1AjDfoIBRg/pGsN2hr/M+4z3aUub1q3GDRwnwSPUqnU91PHnPZ5i7pOri/IfclBIBULjXg5jxa4Xqf6iz7oT2epHe2jSNprlcAgGAj9Y3N21tI6+aoN1KKBSiLFlK/05irltlp0TLF1r5gb07SxtaNrThxyVQ0mZ87x5rA9JNC2LQxiq9+rufIDziIdROgaTDtsLatCkjkKvkDBg3+U2xRF6qygKp7iDPNi8P8KnWxKLlvtc7ek0zbwe0/rrF3jpeZoalpQ3kwNy8L5GYVqF8tHRbcLVrIglSF1Gu6y0+dpD9yqG1/0DZVKVPbSvOkWul1NtvU4Fem037G3VQSqXc+Qd7C78NpOqhzvXfubERf2wbfwsrOZbbjhdOmahsGwgaB7u1wS2wS0qAaBlcTWJHjs+LKsrCXviy2+umXa49P9ZsOWVRTlJ9Do7KFctXrmBdkGhc/rS8PJgUAJovIynUy3C+8J3j4MwSq7XqZ7epsGSy4VbKYbiNSqJ6DPXl0Wa1fbbu3Ge2j+fbnbeGYq47EJ+l97XfwhGnY9s9m+OITO5eFEyWwo0Nvh81BB5EAHfXlegVADaS406YeC3Vpuh4AIjbVNSQcGtzNdjUaBqbRCVr0nDR7VK1E3EO3m+Yz6ATUYLCWS59hpsu0QprAhYbNbMyh197U6Bf5bD5Gq6qncLlmR9EwaPQ3LDChUUTr4hSoI/lxFjCzuZAe895cB1EuhhuOmMj8OX109hd6d9iNjY2wbRsVFTTab0VFBWpr1Wi9nA0bNuDdd9/FxRdfTJbPnz8fjz32GNasWYPbb78dr7zyCk499VTYtiqIBIBbb70VBQUFnb9x48Zp8wkjk0RjDI7tIr+CNuKFFV7srcv+pit2KPQXZ28YsG1Y7AXKKi2G09CUtfxA2SAgdjiaiTUm4douAhW0A+ctDyFVH8laXuxQEFRca59bkv63v2u4fxjSWZIeeughHHXUUZg9m87Gc84553T+f9RRR2H69OmYPHky1q5di5NPPlnZzpIlS7B48eLOdCQSkcZJ6DFih8L+ZqBsEBA7FPqO2KEgqLiWqcz4xNePRnp11KWlpbAsC3V1dWR5XV0dKisruynVTjQaxZNPPomLLroo634mTZqE0tJSfPKJfsYRv9+PUChEfsLowV8ahGkZaKmjQ6/huhSKKtRh0q6IHQoDgVlUCFgW7D3UjcxubIJZVqwv9DkDaYOA2OFoJljqg2EZiNdRt5pUfQTe8sx2IHYoCHpcM/tvNNKrEQafz4dZs2ZhzZo1WLBgAQDAcRysWbMGl19+ecayzzzzDBKJBL7zne9k3c/OnTuxZ88ejBmj+tBnIhZwYeU4SOfT8SJvMfW9CxaqL5UFbF76sgT1FfRqIvuldP6EXcjVvLsW51Ifv5JCWtdQCXWzAYDAWObvWZ6j5OF+3nuDNN3p69+F5iTz/0wzX1mNHkGnUeiKaauzB3hSzG89zU4Mn6xZU5do1/m1PcCYWYV4d00zxi9o99F1HBeb1rag+geViFrt5zTudZBgFj4Udmg7XrTZ6uwkzQ493xGL5mnxhpUyMaZhSOUy2y5S/aZ93N7Dqk9rivm0cv1BWqN78DCRTm4erUt+kWrwwUp6jDlT2OxBPA0gchC9aDXl9N7cnas2Wx0+3R3sSlK3yUiqUCmTTtH7yGB2aKbUe9HstH8vfIcdgeS6NxA8oRoA4DoOkq++ieB3zmoPCPM5tu2F0yV+w1DYIAAk0rmwk/T86zQMBovD4Dgaf2aT5okx++bz4QPAXou2OSUsRkUkR9U95DF9iq+E2pRfExuDXyWL+V77W1U3RSWGAtdB5Km2rGgU2L1nl6n3YqKIbndPOT2PNcWqiw+37xpLvUc6/fstoOTocmxdUwfv6XMBtNth8ysfo/jieYim912XeCoXTmrfPTxUdtiQayLipdetxlAF1LUOde/bY9M8XK8AAC1pancpRcOg2rLF7D2piU2ilGGxGzweFmPB0vjl52SO1ZDwqnZZwrQzefn0ePzFql16oqwuMY3bWBaxpE7E6wRpXdLs2dOm6Q/uLaL7bihg9p5rIZblvWk4kK1T0JcOw/Lly3HnnXeitrYWM2bMwH333aeM7HXlmWeewfXXX4+tW7di6tSpuP3223Haaaftq4PrYunSpXjwwQcRDofxL//yL/jVr36FqVNVvd5A0evDXrx4MR588EE8+uij2Lx5My677DJEo1EsXLgQAHD++ecTUXQHDz30EBYsWKCIplpbW3HVVVfhtddew9atW7FmzRqcccYZmDJlCqqrq/t4WMJIZ+7iqdj44BZsenQbGjZH8MJlbyERtXHiBe0Bu+6/8GP88qadSjmxQ2GgyP/2QkT/8HtEn38Oqc8+RfiWm+G2xZHzjfb57MNX34SW//qlUk5sUBhIjvjxTNQ8vAG1v30D0Q/q8PG/PQsnmkDhef8KANh16QOou0kNGih2KAh6HK+R9dcbOsIRLF26FG+++SZmzJiB6upq1NerQWsB4NVXX8W5556Liy66CG+99RYWLFiABQsW4N133+3Mc8cdd+Dee+/FihUrsH79euTm5qK6uhrxuDppxUDRaw3D2WefjYaGBtxwww2ora3FzJkzsWrVqk4h9Pbt22Gyz5Uffvgh/vGPf+Cll15StmdZFt5++208+uijCIfDqKqqwimnnIJly5bJvM9Ctxx59jhEGxL42w3vo7U2jsqZBVjy58NR+LkQes+OJPLZVxWxQ2EgyT3ldKRbGtDyq/thNzbCe+hhKPrNz2GVtr+A2TW1SoCfjz/+WGxQGFAmfWsqdtUEsHXZS0jWtSBvehXG//4n8JS3j0ykdjYpQ4hih4LQPQM9wtA1HAEArFixAi+88AJWrlyJa6+9Vsn/i1/8AvPnz8dVV10FAFi2bBlWr16N+++/HytWrIDrurjnnntw3XXX4YwzzgAAPPbYY6ioqMBzzz1HNEgDSZ9Ez5dffnm3Lkhr165Vlh166KFwXf0wVE5ODl588cW+VEMY5cy5fArmXD6lMz01vbvz/6VrjsDBrSlEI/uGRMUOhYEm75zzkHfOeZ1pu8vUoSX//avP/9sXG2Tq1Klig8KAM/ayf8HYy/6lM92Q2OeSN+HP7SP+LV0+PIodCkL39LTD0DF1cAd+v1/pVPclHMG6devIBAIAUF1djeeeew4AsGXLFtTW1mLevHmd6wsKCjBnzhysW7du0DoMo1S6IQiCIAiCIAgU2wJsT4bf53KOcePGkamEb731VmVbfQlHUFtbmzF/x9++hjjoK0M6repg0xJ04AYNtJbQwypiwsqCNlVsx4P7FO+hQbbiGiERF4aazP3A61P93HLyaN2CZVRomTNRVRJZhxSSdGy8OixcV0oFVA0Bup9mqGJBTtAbJelEnhqMJsYEkWkfPU+epFo320PrlsylAZzgV4MJeU1axsOEarYmZFnKoMti3hRimSdNGhS8Vhw+M5E1XwK0cnFTPabmID3uQiZu941RBfDeOLX3kE/9LhAooX6Otuae4HiYENRbTK+1p1INxuSOoXYXH0NFfE3lqliwtpiKA7eFqC1v8ajBo3iQJy6Q1Al5YdB9uwFq/2lTvecNth2X2Tb8dBsA4PPG4HhVGx8KLIteV9dVz7fBzoPXo/rAek16TXjwKx1xZt9Rk6abA+o2/IXdz/MPAPkBjci/jNqUFafH49GILF0WuIoHREzmqG13gjWhURZgLZajntu9ufS87Q3Q7db71Pu3xqRi322OOgMhFwRzEbpW7GslYVjqBAiDzQ5fPloMes/WOeo9HLapgJlMdAEg3YfJ77nAuSckNCJoPmGFh8ej0FQtatFneyRIRdANfhrYEABCIXpP5CVpOl/zWPGnWABZWzNpgcPs3XRZWt1uigm5E156zK0a77QW9h61x0vtu94MIa4Rew83HFN/TrquB4AdO3aQ2cBGusuejDAIgiAIgiAIAno+rSqfRljXYehLOILKysqM+Tv+9iXEQX+QDoMgCIIgCIIgAHA8LuwMP8fT86lhu4Yj6Nz+5+EI5s6dqy0zd+5ckh8AVq9e3Zl/4sSJqKysJHkikQjWr1/f7TYHghHlkiQIgiAIgiAIfaWnLkk9ZfHixbjgggtwzDHHYPbs2bjnnnuUcARjx47t1ED8+7//O0444QT813/9F04//XQ8+eSTeOONN/DrX/8aAGAYBq644gr89Kc/xdSpUzFx4kRcf/31qKqq6oyRNhiMqA7DnhwD8aABbyX1kXNNepihEBWKAEAB0wkU7KXOgq42+A/tZRrML9bwaRwbWVAelwX/SWkCs4TLaJrrFQBgRyFN72FBwaKu6iuba1K/6jI/Hd7ifssA0Oyn+oNkAd1PIq0OyRkm9YW0PPTc5vqYpgFASYDOT8zrakH1TeUahhaviZh36IPElAfqUOxVz12BGdHk3kfcUK99s59e6z2F1KfVdNRbOC+X+tv6DlaD9uXogvt0wQmoLSIP3NPK5DbNGv/zpny6rDHItDY+1V4aLOqfvdul/s470+r9y326EyyAk1fju52X00TSSR/1OdbqHhgW2y7XAQFAyBtGOhXH1qxbG1iC3hZYGp0Ax2R+3j7NfZ/vobZbYNF7NmBk942PGvRa7/GpdbPz6TKucwiqru/QxczqSkpzGWMs2lvMQzcS8aj3VYtF6x9jxxPR6MSiLrWpVtB2uNVRyzSnQlnzcM0CJ2Cp/vFeMwnbqy4fbN52J8OxaRsUdVS9U9xRAyV2xd8DXVhPtGMcrnPgejlA1YQ0M71FwlXbsVqjlG2X2nJAc58F/EwT6Gd1y1fr5kH2+g8GcVe9XnEWRjHOzks4lY9UKgFAnc53ODHQHYbehiM4/vjj8cQTT+C6667Df/zHf2Dq1Kl47rnncOSRR3bmufrqqxGNRnHJJZcgHA7ji1/8IlatWoVAQA2EO1CMqA6DIAiCIAiCIPSVtOUincHtKG31/kNkb8MRnHXWWTjrrLO63Z5hGLj55ptx880397oufUU6DIIgCIIgCIKA9lmk+ExSfP1oRDoMgiAIgiAIgoCBd0kaKYyoDkOjz4eYz4NYEfWTbsyl6YIxatlggvoo+lLU59LTB7fAtMZ3lg9ztfmo72yLX9UntLJ4Dnu8qr9kk0V9QptA66+bw7rQpH7IeSweQty3SykTz6H7VubK1pgU9//kPqMBQ/U75ZqFUovGhPBAdVxuYxqAsMdBmye7D/dAM9m/FSFN/Ic8gx6TH/Ra8/oDQJOPLnMKaZlIjmovQaZ5MV11TnnHoHYYZ7tu9akGH+Z2yHQyNQbVEQDALofGR+Bag+YU9QUGgEgbXZbUzIueDW5jIW9YyeNhx9iT2ALcP9jPbJfbLQAUWi1IppJ4I+vWB5ZSfz0CAXphdfPS8/tP5wOda1JtBtcsFBqqDonDNQy6uevDXJDA3HFtzcR+fLtNLtUA1Grm/K9LU//yhhRNR9oKlTLxFG1jbbv3QV54zAuugQHUGDQ6/Q3Xl3Hf/XyPej0sI420T42xMdi8EzsMPi/1bdfpEbjdcVvl9xqgv9/6S0+eYTzOS0NK9efn7VbcpvqVRFr1Nbdtup000wS6tuaVjdthD7RXCpb6HDFYjBmD2SWP8dK+jNolt2XTtGG37p+YNL0hbWV2O9K9240GRlSHQRAEQRAEQRD6iptlhMGVEQZBEARBEARBGL04hquMwvP1oxHpMAiCIAiCIAgCgJSn/Zdp/WhklB62IAiCIAiCIFBkhEHPiOow7LaKELC8SFtMkcI0QZ7cgQlsktap9sh61dHNZmW4GFm3TR4MJe1qLluW4EU6YXGFuYekc0EFcX6ooiaPSc9dmgVL04kSOfy88HPSnqf3qiIufowafsRNVcw12BxmbUXAVAWR/Dh58LmERvTcYFEBcIQLz/zqhefXQLddLoqvY8LQXZrgaDvbxtJtxKlQNBEvUMq4TMBsppjQT+coygL9OV5ql0aOKuj0B5pJusBPRfIhjQi0hAnplUkADFWcx8W+/BoGoNqbH6n9YodjvPUo8mWfYCAAekw8EBSgEaTyYFHZGiAAUaZgjhhq8K5WFmCy0Skk6bo0U/QDqEtQW22K0XQqQoX3ABBoonnywlSMX9isBkbzxDO3SbZXPQcpFnguWtBK0m35ajDHlsIGkjZzm5Q8+UG6LMeithqy1O0WWC1IeXsf2Ky/7GqejFwWpC/f16zkK/TS+5ELmnUC554I9jnZnrm6oHI8UBsPnBdOFCtl2tqoTblR2j76I6oYP7eFiqnz99L9BlpUcbU3RiejsOKae9FhL7gmLWNrAnWmgmxijHzaTrTlqQL6WIjaXSyXtql2bhhOixrccrhhm+2/TOtHIyOqwyAIgiAIgiAIfSVt6iPEd10/GpEOgyAIgiAIgiAAcIz2X6b1oxHpMAiCIAiCIAgCANto/2VaPxoZUR2GGrcEPteHRhYcigeL4v6HumU8yEo8TdMAYDt9CdxDfSz7EqSH+6sCqo82988+SFOmAHRZpU39SvPTqoYhmGaBh3qg/UmZPE3vtqhHHfuLMg2ATp+glGE+0jYsJDQ+5YNNlR2GRxNsLM60BDF2DAkutoF6TFzP0uqqthx2qN9rPQtSBQA18SpaJkp9w91mVcOQE6Z5QnsL6fpWNRAR9/s22acZnd93IkivGff7bimtV8uUsO0wDUOexv/5IKuOpKsMqunJd9uUMgGb3hMW8933unpf/pjmXhpsyq09qDKpnzHXKQGA32W6GJ0egd3nPdHJcHuOutQ+Gt1CpcyuFLW7XQmqm9kTVaNuOk0HkXSolpYp2676iufU0OthNFJ7ccO7lTJunPleW/TxaQSp/zkAGIX02VNcTn3dIwepup/Gsaytq1T98lN+ek9w3/0CS9XsVFqNSGieL4ONEa5EWx49d7oAgjzYHD8m3T3MdUZcj6OD6+56pBEEbVP5+0GbRr9lRGh7WcDssrhGDXSZW0fbR7OePpPdpu1KGSdM2zE7qmpe3CQ7dxYL6JiruUcK6b0YLGbPiNJCpUy8lN4DzRV0vy0l+XCi2YM87m9SVmaXpEzrRjIjqsMgCIIgCIIgCH1FXJL0SIdBEARBEARBEADYhgHb6L5XkGndSEY6DIIgCIIgCIIAIG0aius0Xz8aGVEdhlYnCJ/jU3y2+TzdzW2qT3eqjfrembFCkva0qb7iZjqzhsHxqP7zKT/1IY77mW+hV/UxNn1sPuqAOoe17adOdTp/T07QpXNYc81CaZvqy5wXpzeKtwfqHx7kJOGl6Ra/6t/dyuaP38PKKLE2APDZneOuD4n9EF8laNswHY3POtNycL9vXeyJgZiXPhxX7T3B5qb3N1WSdGGdqmEINdJ7INBET67Rqs7xbqRUe+6K61fnFQ8UU193D3MYTeao2oJYiPp922yudb8m/kCBQS2m0KH3TKGt1j1g03vCZPZluarB2YYBM5U9TsFAk2fEEWI6JX7PA4DXZTEWNMfA6ckXNm7f3Fc8zOa2B4CGFLVVHlOB6xUAoHjHBJIu3c7mu9+itpfOzi0knar5gKb30vUA4KSo77VhUpvzFKh185YfStJW6hCSzvOq929bHn0WtRWpcQGy6ed08TbyjDZ4jaHXdOVEitDWRhu/JNNgAGp8BI4uPgjXLOQamdsbQBMfiZm77txxePviplTNmr+F2iGPqcD1CgBg7mqk+9nxEUmn6j9UyiQbN9M8zZ8peVybHpNhMdvNU23XVzSFpsdMp3WNTVTKBFL0OeJa9Jlhe9Owh38YBhE9d0OfZpNdvnw5JkyYgEAggDlz5mDDhg3d5n3kkUdgGAb5BQL0hcB1Xdxwww0YM2YMcnJyMG/ePHz88cd9qZowivj78u24ccIrWBxYjf+a8xp2blDFXh08/vjjYofCgPP8ijqcf9j/w1eK3sC/fel9fPCG+iLUlYKCArFBYcDZ/cA/8Prhy/DP4qux6YR70LChLmN+sUNB6J52DYOR4be/a7h/6HWH4amnnsLixYuxdOlSvPnmm5gxYwaqq6tRX6/OXNJBKBRCTU1N52/btm1k/R133IF7770XK1aswPr165Gbm4vq6mrE49m/FgijkzefqsGziz/A/KVTcNWbczF2Rj5+W/0PtNZ3bzNih8JA8soze/Dra3fgvP+owvJXj8Cko4K49oyPsbe++6+4YoPCQBN97h/Ycu0fMX5JNb7wz8XIPaoKL532PNrqux9lFjsUhO5JGmbW32ik10d99913Y9GiRVi4cCGmTZuGFStWIBgMYuXKld2WMQwDlZWVnb+Kin3DzK7r4p577sF1112HM844A9OnT8djjz2G3bt347nnnuvTQQkjn7/dvQ3HLzoIxy0cizHT8vCtFdPgDVp4a+W2bsuIHQoDybP31mH+wjJUn1+Ggw/Pwb/ddzD8OSZWPdbYbRmxQWGgiax4HpULj0PF+bMRPLwSU+79JjxBDz5+eHO3ZcQOBaF7Mo8utP9GI73qMCSTSWzcuBHz5s3btwHTxLx587Bu3bpuy7W2tuLggw/GuHHjcMYZZ+C9997rXLdlyxbU1taSbRYUFGDOnDndbjORSCASiZCfMHpIJx3s2BjBofP2zR1tmgYmzSvHznV7ui0ndigMFKmkg4/fiuLoL+/zNzdNA0d/OYT3N3TvpDvQNgiIHY5m3GQKybc/ReGX92kjDNPEmJMPQv1rtd2WEzsUhO6xYWb9jUZ6JXpubGyEbdvkawQAVFRU4IMPPtCWOfTQQ7Fy5UpMnz4dzc3NuOuuu3D88cfjvffew0EHHYTa2trObfBtdqzj3Hrrrbjpppt6XG+HCZRsW3PYKSa0ZCJnb1wVPXtSVHjmmFTYqHNMMLxZRGemKuwyzeyCSR4IxwIV3eoEYzxAExc7Wprd8mWedA9Ez1nurZQm+lvCQ5d1FWa2NCTh2C6Kyy0SdCq/wo89H7TAowk8NXXq1CGzQ8foWU/cw8Sm0JxKLoSOs4BwCUcVDafYspRGkGckmb0nmQhOE5nGStEKGimbpTVCb77MZGfGUa+VmWJiaqYwM3QGZbN7kd3zOkGlIn7sBZHGNBwbKCn3kPumqNyDHR9177axfPlyzJkzZ8BsEMjcHvblwaYN3KZsl57PnpRRt6G2w0lm37ytNjQTTVgpmseKs/YkoYpY3TjVmjjxMN1vXP3w4CSZ6JkJR60cNRCXm2QCfZvdM5rTpti3xt4dp/38241hwHZglhUQG/eX5yH8wU7SfqRdC+nPAwsOpR16En7lunXUvyv82vN7VjcpBF/G72nds0Cpn+bZyNEFmiO46jUy2TGaNs1jaCZCcJNJlqb247TRAIOAapdOUu2oOWwCB9Oi7b+2TDLK0tTFzbQ154S15/y0mbYJN9sLwTDAyTKtqowwDBJz587F+eefj5kzZ+KEE07AH/7wB5SVleGBBx7o8zaXLFmC5ubmzt+OHTsGsMbCSGT27Nlih8J+59xzzx1QGwTEDoXeI3YoCN2TMqysv9FIr0YYSktLYVkW6uroDAx1dXWorKzsphTF6/XiC1/4Aj755BMA6CxXV1eHMWPGkG3OnDlTuw2/3w+/X/1qKowOQqUemJaBljr6Naa1Lo68yp7Zhdih0B/abRCKwHlvfRpFFZmnvOxgIGwQEDsczZjFIcAykaqnX5nj9THkVKrTseoQOxQESja3o9HqktSro/b5fJg1axbWrFnTucxxHKxZswZz587t0TZs28Y777zT2RBNnDgRlZWVZJuRSATr16/v8TaF0YXHZ2L8rHxsXrNveNZxXHy2pgHj5hb3aBtih0J/8PpMTP1CLt5cu+9FzXFcvLU2gmmze/aiJjYo9BfD54Vv+hQ0r903X7/rOKh9eQfKjuvZRzyxQ0GgiIZBT68Dty1evBgXXHABjjnmGMyePRv33HMPotEoFi5cCAA4//zzMXbsWNx6660AgJtvvhnHHXccpkyZgnA4jDvvvBPbtm3DxRdfDKB9toYrrrgCP/3pTzF16lRMnDgR119/PaqqqrBgwYJe1S3PjMFnplHuobOUpFlQM1Pjj9hsUV/rJAuglmQaBwCqbykL1GbwoGwAPF7qk+j30P0EPGpQqoBFl+V7VH/DAot+YepJ4LaYQb8GRTzU19fMUX3Sud7A5EGfeuDKzN3j4xorjFv03HKfwXk/HodHLtyMCcfkY8LsENbcswOpaBpzF1bBjyR+d/4mBMbm44tLDgcA3H777TjhhBOGxA6brQB8lvqVmTcyaTasqfOlzQO99qVWmG1TPXm262Fpdfi0haWjTDuT9ql+34lgCUnnFlBdj78lTymj6B6YfejiT8XzqN21FlNfWl3dYNF7jx9z1FE1SHtcGlgp16T3os6HNWDuq9v/t/ggPLDwI4w9Nh+Tj83DX+6tQVvMwdyLKhD2eXDvhZ+gZKwP59xyMGKfH+eaNWswY8aMQbdBANjjFMByabvFg6kBQJAFquqqC+ogm0ZB9wC1mD1z+9YF08v3UMtsYQG+YrlhpUxLCQ2IFYhRDU8opQYu5HeEEaC2axWOV8q4KXovGuweN/NpMEQAMEvGkLRbSj9oJKgJti8LsmeARsPmdvGZz7tkAeqvuBuBmZMQPGYCGn75MlLRNMq+OwfNdh7e/N5zCFTl48u3zUDSbR+VHUo7TPsTcDXaPE62e1YX6I9fSB4ckAd208HL6LQSym7ZO4ThVW05GaDP4LY82r7kFKvH44tRHYyVmkzSfs1zxROiQdfs6BFKHq5HMH30o4YZUPU3nqJxNE8ZuyeYxgUA0qU00Ggin7YliWAbbHf4T82bNDwwNW3lvvVDWJlhRK87DGeffTYaGhpwww03oLa2FjNnzsSqVas6BVLbt2+H2UXYuHfvXixatAi1tbUoKirCrFmz8Oqrr2LatGmdea6++mpEo1FccsklCIfD+OIXv4hVq1YpwWQEoYNjz65Aa0MKzy/9DJHaJA6amY+LV81GfkV7Jyi8vQ155r4bPhwOix0KA8px3ypDtD6Bp2/agXBtChNm5OI//3wYCivaX0AadyQUjfe///u/o66uTmxQGDCCZ3wJwdZtqPnZn5CqiyDnqINw3J++jUBFeyeobUcEhknfcMQOBaF70jAzTorRnwkzstHU1IQf/ehH+NOf/gTTNHHmmWfiF7/4BfLy1A9yHfmXLl2Kl156Cdu3b0dZWRkWLFiAZcuWoaBg3xcJQ/MB7He/+x3OOeecHtfNcF1XnaLmACMSiaCgoADfD38HvpAPjTbtLe9O0Z7wnqT6xam5jS5LtYVohkEaYfAO0ghDiUVnU6g01Vk/xhg0MnJFmm63UDPrTX6SjzDQ9QM1whDz0HPb4qGZIqZ6PSIG/boRQS4SkRTuKHgWzc3NCIVCSpmBpMMOf7n3X+AryD7CwL/2xqD6/za79EtQ2KVfpeps1Zbr2RfVhoT65bMlRr90Oi20jD9CRxMAIL+JjTA08xEG9UIOxghDS7Fqy4kyKrAsKNxJ0pODnyhlJvu2k/R4g2qzilx1etSAQ+vm5SNsUJtTGwZikTQWlrw+pHZ40d4LUV5Av3wWGOoxBdH/EYak5ttTlI1g1ru0Xd5pq18odyTHkvTuGP16GgvT9QAQrKdfQst2UFec0E71i7G5i45COw27SdreS9PAwIwwYAytW9tB6ixnDeOpfUcqd6nbLab2XZ5H0wf51TIVnkYkI0k8WvTQkNrhxFWb0XYwfT55C9XZloqD9P4r9dFrVGypMwQVsudegI1a9WWEIeyoX/7r0mUkvbON2tzeliqljNVA8xTX0DzFuzQjDDvZ/cn0ok4DbbMAwI7Qc2lH1SC6QzbCUEG3Gy2lbUm4fC/saAs++eqUIbHB3tJhszc2n4pAqPsRhngkhRsL/ndQjuHUU09FTU0NHnjgAaRSKSxcuBDHHnssnnjiCW3+d999F0uXLsWFF16IadOmYdu2bbj00ksxffp0/P73v+/MZxgGHn74YcyfP79zWWFhYa8+AvR6hEEQBEEQBEEQRiJxeAFk6DAM0n43b96MVatW4fXXX8cxxxwDALjvvvtw2mmn4a677kJVldoxPfLII/E///M/nenJkyfjlltuwXe+8x2k02l4unxsLSws7PEERTpGVIehzAgjYHhR4mkmyydY9GtR2K/27BuDhSTN/SfTmlPlYbEOAib9mpFrql/z8gz6lYp/EenJnNADRRPoEJfNvuqHLdUv0wpkjt2gw8zyddLRDO8lmX9/Nv9/QJ1zOxdxWNpoGIPLVrMcIY2Po5997eL19WvqWm6ESZp/Ia7QjBxFPfQrVKO/UMnTnEe/itQX0RGGpqQ6wtAcp1+hGtkonNGm3lcmG5mzWOwSQzMfO/d3Tvtp8+xoRu64DzGf570prfmCxvyQWy16z+t0QHkm0yAZ9JoGNNfQgo24Z+jtcHuqEpE0tTHdMRWaTP9kqKOcuewRqbPVbOSy7VZamojY7IO736TXtUYzArs3QHUOOwroyGlupfolNDSxkOZpol+Q/c3TlTK6efO74gRUW44zL4K2QmovkZIGpUy0gH5Jd3LUEWWLDdXFbTq6qrP3tGshlRp6//F4XgTw0+tmajQNPH5MJE3bE10sFf6c5s9gnU6GP3OzxbrRwUf9fUxrAwCJQvqlP8w8EtJedQQ/lEePOWfMJJL2NqvaGjNGj8eni4fD490wX0k3oI50uXn0PCTzaZm2ArUNiBbQd69YiNpuIrcFjk89V8MNB5YSa4aubz+fPDhhf2cKW7duHQoLCzs7CwAwb948mKaJ9evX4+tf/3qPttMx8uFhnhk//OEPcfHFF2PSpEm49NJLsXDhQq2rUneMqA6DIAiCIAiCIPSVtGvB0nRQ961v7zCMG0fdtpYuXYobb7yxz/utra1FeTl1bfR4PCguLs4YNLErjY2NWLZsGS655BKy/Oabb8ZJJ52EYDCIl156CT/4wQ/Q2tqKf/u3f+tx/aTDIAiCIAiCIAhod0ly+XBnFzrGdHbs2EE0DN2NLlx77bW4/fbbM+5z8+bNva4nJxKJ4PTTT8e0adOUjsv111/f+f8XvvAFRKNR3HnnndJhEARBEARBEITeYsPKOL1uh7tSKBTqkej5yiuvxIUXXpgxz6RJk1BZWYn6eurKlk6n0dTUlFV70NLSgvnz5yM/Px/PPvssvN7MAUTnzJmDZcuWIZFI9NiNSjoMgiAIgiAIggAg7Xpgut2/Hne4JPWUsrIylJWVZc03d+5chMNhbNy4EbNmzQIAvPzyy3AcB3PmzOm2XCQSQXV1Nfx+P55//vkezXy0adMmFBUV9UpzMaI6DBVuGDmuB/k2m1rNYVMf9mEiWZ241+vQZX6mr9Lth09D6jC9ia3RnyTYVWrxqj3fiEWHz5pMqrardwuVMnUOFbZuc+kUgLoeNheE6QKHcSxFHM6uj6FOfRdgUz3yAGYFUAXlIZcKOv1IwetqBGCDzObUJJTaqtiu1AyTdIlBBVNFrioGy3XoueHTePo0DZfZAyF6ioneUn6ajuaow7F7C+mUeU0u/bLSqLGxPWyK42YWfIkLGwEgypalbFqXlG4uVgYPArVXI+JuZfvZadIpOy1DtR0/F1UyW87ViIpzzRhS6QSAlzLWeaDZGR+H+jZ67nymapchFiyNT9EMqNM0Fxo0Dxc0A6oAnAunA4YqmixhU0ZP8dDpcsP+j5Uy4Xw21TB7MDeOV6ce3pug0wrXJGh76SQ0c54n6UOYC/a1wcl40DUPa+ss9RwYLIio16OZfMKi2+H3iG4q5SajBHabep0GG6eoBr4c2r5YpnrcSuA2dn+22WrwxTCbuIDbN79fASBo0XuUT17CJ0PQwbdhB1QBfws7xjgTRjeVqFP3No2nx8gnjfAk1BdBbocGn+5dg8vs0tZMyuDwySZYMFvFlgHFnrktA4DjU5/dw42464Pjdu+SlBykYASHH3445s+fj0WLFmHFihVIpVK4/PLLcc4553TOkLRr1y6cfPLJeOyxxzB79mxEIhGccsopiMVi+O1vf4tIJNIpxi4rK4NlWfjTn/6Euro6HHfccQgEAli9ejV+9rOf4Sc/+Umv6jeiOgyCIAiCIAiC0FfSMGFmcEkazMBtjz/+OC6//HKcfPLJnYHb7r333s71qVQKH374IWKx9k7rm2++ifXr1wMApkyZQra1ZcsWTJgwAV6vF8uXL8ePf/xjuK6LKVOm4O6778aiRYt6VTfpMAiCIAiCIAgCANv1IJ3BJcl2B2/6++Li4m6DtAHAhAkT0DXe8oknnohs8Zfnz59PArb1FekwCIIgCIIgCAKAhOuH43bv258aJJek4c6I6jAUp9sQTHtwUAvt/ZVG6NBSfkQdagow12NPG7UIK67xFWfLsgX2AQDXS4eynCCtSypXHeqKMRH+3iLVL3B3EfNNZe6e9UahUqbOpr69OxI0imA4ofp9x1PUjz2dZjeVq9bfYL6cXhZkK9enBiYq9tGAZON8u0j6UM9WpUwRD9zmJOFxhl7D8ElsEmK56jHxwJEFFvXlDLgan+4UPVdFcWqXRVH1fAfb6LJAXBXGeJKZg7W4Gt/flI/WJRakfrvRgGr/e4O0vk0BWreGXNUveafBtDU21dbsSquzRTQmqS1H09QHndstALSkqB+7y7QRrsYX2GC+v9y2fT5NsDdfBHZ06H3H90YrYJrMJ5r71APY46V1zvc1K3mafdSfvMpL5wSv1AQQ5BqFXDeRMQ0AAXa/co1OT/Q5jkltOx7UaLFy6bVuMalveAzqy0IUNE+rm8PSqi3HmR901KF22OqoZbiuR+e7zwO1JdK0brbG3m3bAyem2udgUxbaDuQwjYhmjnuuYYin6TE6mmcLx2QB7byWRh/Hgq7lMw0P1yUBagC4kBXJmAaAtL+OpO287l1cusNiegqut9Ch02DwZVxXqC+TeV+6L/AJ9pLN7TuSzkfaioOemeFH2rVgZIzD0PtrORIYUR0GQRAEQRAEQegradfM0mEYPA3DcEY6DIIgCIIgCIIAIJnFJSndg5HOkYh0GARBEARBEAQBn7sciUuSwojqMISSDnKTNiqb6GGVb6M+rd7t6jzA9lbqg5iopb6e0b2qX2MqRn38+JT4llf1E/cGad38pdT31DdWnf87MIH6tOaMV+didkxalyY/893UXGk+J359jM5DnwhT33EA8EWo33cwznykbfVGcizqH5kIsvmoQ6r/c5RFT7Ty6fEdZKlekD6X+tQXppPwpQdvNoPuaG4rgy+pzuFczOayT1t0WNOnmXmBaxbGNNHzW1Kv0ePU03Nl1qv+826E2ofTyvQTtvoFxfDR+pbmUKMyijR2WUa/0sTKaZk95WrdtpduI+mtQRr58l1fWCnzoTGRpD9zaDpqF6p1aysgabON3g9ezZznHNvL51pX25ZE3l44rUM/97jTFgJQSJdpNAxpNr96Kif7cXOf7jyveh15nBGuWeD6HAAoZrqwoihtQ4Nx1RUgwJZ5mT7H0EjLXKY9sdmc8kmfav98GdfstAbUMs1+WpcmH9VO1HqpDQLAZz7a7m5LjVXy1CQrSHqPTeMuJLi2DIAbz4PTNvSP/CNy30dLgOqOIrYaHTecKiRpHlvCttU21bbp8XCNjt2DmC1cJ6CLv5LLYmwUMM1CniYOSZ5B3yF4rJICqHqSfJfm4XF4grZatwBrq3l8KADwskdLT2JR8ZhQKfaoafGq92LYQ+2u3kuv83ZfBZLpJN7Ivvv9iu16YGScJWlEvTr3mNF51IIgCIIgCILASDpe2E73gdtsZ+g/RA4HpMMgCIIgCIIgCPh8BEFGGBRG51ELgiAIgiAIAsPOomHgUwCPFqTDIAiCIAiCIAgAUo4PjrgkKYyoDkNeov0XCjMRHBM5x9+kIkoAaNxMgxU11lOxUVOLqpyLs3B/XGvk96ii54IgXVZcRIVPxTWqEKqgjQqdAl41oFqomIq7gsUsMAtXPQFIOFSglExSAbOntVDdTyMV1+W0UoGkldQE5PHRfbflUWF3RBMgK8GEmLEgrVsaGrEvC3yWn3Jg9iCY3kBjp31IaRobm91uHhZoLqBphPJY0LVCJnrO2aUGJsJnVJDXtkUNKhRjdtbWQu3FTmc/b14mgg6EVIFhTjkNvpQ7hYo8g4eoos/gJLod71gqBHTydyhl4l56vrmgvyVRpJTh8kEPEzn7o/ngmMxW00z0nEqp5yDpScHVBM8bCgyH3Sc8DcBlgk4uJAU0gcIyTDnYgR8scJtD01zgDAAVYVq/or00nbtHI+jcw+4BJuhHXL2v3CRdZrAJCODTzLPOgr25+TSdKlSvfWsJve57SqjV7ShqUMoUsiiiAa96j/NZWnhwt2RKDfY29CEs25lpfYJ6H72Hd6YrlHw6sXFX9CHnsgv0s8H369cEreQi51IzTNIVBp3QAgCKXDq5R0maPesT6vEWs4MsiNLrnNeq3r/+GJvUJa5kgcneVfhEALqwAg6btIW9HqA1pAkCWUh3XpNP00WBKNr2myX2HNs1s4wwSBwGQRAEQRAEQRi1OK6lfmxh60cj0mEQBEEQBEEQBABpxwsnw5S8mdaNZPo0rrJ8+XJMmDABgUAAc+bMwYYNG7rN++CDD+Jf//VfUVRUhKKiIsybN0/Jf+GFF8IwDPKbP39+X6omjCI2Lf8AD038Pe7N+W/87rgX8MmGlm7zPvLII2KHwoDT/IdHsO2s4/DZyZOx85KvIPHe/8uYf/78+WKDwoCz58E1+PCoq/BexSX49ORlSL71Ycb8YoeC0D2ua2X9jUZ6PcLw1FNPYfHixVixYgXmzJmDe+65B9XV1fjwww9RXl6u5F+7di3OPfdcHH/88QgEArj99ttxyimn4L333sPYsfsC0syfPx8PP/xwZ9rvz+4jy8lLGMiLG/C3UH89t5H6T0Z3qkGUuGZhWwP1ca3TOFC2pKiPH491le9V/W1LWSCuFAvEYnnUYEb+QuoLmTtODe4WbKU+3PlJup9QjnrMQYselGVRH2PXUn1/dYGfaBn1mB2TaT3YNnTbNKzMfqXbnv4Qf7/ydZy2YhbGzinG+ns+xm2nvY/7352BwvL23n9eAsDnxf7xj38MmR1aniQClhrIJ9ek1yDEvHKDGt1AToIFd2N2aGgCCiZ50MFd6rUPN9DzGYkwnUkye2QfL2sz83JTSp7CCF1WwHzHc7nvOIAifyFJjw3QHbXwkwAgnFND0z6qPwgHVA1DPXPKTefkkrRuSNpK7/uy1PrX59F4/80oufqn8B8xE5GnVqL+R99D+fPPwyrpojPyxjsdi88880ycfPLJg26DAGDmRODmZH+w8XvNpzm/uR7aBhVYtHPOg1QBmiBULIhiXkLVdYRaqD1wzYJ3l3pfObupfacbaJ5Us3qP2BpdQ1dMTVAqiwUq9BbT6+KrpPYDAEVj6TJfnH6ZNB2NP3cJPZ5kzm4lS9y3r73/6KnPUPuf/4dp930NBbPHYdt9r6Lm29dj4oY74SnbpxFqcUzgcz/6obTDCcm9KGZ6LV2gvzyTBTpj6SaPeg9z7QafvYYHZQOAHPbcC3moLVd4VF0J1yxUGTRIaLmj6sR4YMLSNnoOyprVezObZscTVttY5RkQVW3KacusGzAs9V408qit+ovo9c8pUe0hJ8b0Z+W0vlZhK6Jtw18w7DiWVu9F1o9Cej3CcPfdd2PRokVYuHAhpk2bhhUrViAYDGLlypXa/I8//jh+8IMfYObMmTjssMPwm9/8Bo7jYM2aNSSf3+9HZWVl56+oSG0cBKGD1+7+CF9YNAkzF05E2bQCnL5iFvxBE2seURt7APjNb34jdigMKM1P/Qb5Xzsb+V85C76JU1Fy9S0wcnIQe+65bsssWrRIbFAYUDb9/F0c9L1jMPaCWcg7vBzT7v8azKAfzY+/0m0ZsUNB6B7b9mT9jUZ61WFIJpPYuHEj5s2bt28Dpol58+Zh3bp1PdpGLBZDKpVCcXExWb527VqUl5fj0EMPxWWXXYY9e/Z0u41EIoFIJEJ+wujBSaZRs3EvJs7bN9OGYRqYflIBPnyte7ekrogdCv3BTSWR+PAdBI79YucywzThnzMHqf+X2S2pg4GwQUDscDRjJ23Ub9yDkpMmdy4zTBPBE45A/PVPerQNsUNBoLiumcUlaXTOktSro25sbIRt26iooFOiVVRUoLa2tkfbuOaaa1BVVUU6HfPnz8djjz2GNWvW4Pbbb8crr7yCU089FbatH7q69dZbUVBQ0PkbN25cbw5DOMBJ7YnCtV3kVdAh0cJyL8J16pCtDrFDoT/Y4SbAtmEVl5LlZkkJ7MbGbkpRBsIGAbHD0UxbYwKu7cJXTt1UrbICpOuauylFETsUBIZrZv+NQoZ0XOW2227Dk08+ibVr1yIQ2Dd/8jnnnNP5/1FHHYXp06dj8uTJWLt2LU4++WRlO0uWLMHixYs705FIRBonoceIHQr7m4GyQUDsUOg7YoeCoOKmvXDT3c+ElGndSKZXHYbS0lJYloW6ujqyvK6uDpWVlRnL3nXXXbjtttvw17/+FdOnT8+Yd9KkSSgtLcUnn3yibZz8fr9WgJUTNxD0mrCYYJMH6dHhYUHWuKBTF8fHMlyW5ut1ZWja7EE8J5erqTWCPR6sJdRGNzwmT/3aNNm7naQb8+jX0hpbvSn2sh21xqi4VCcUtT30q78dYCLckPpFtjxE6zbRv21f+SobGy0D3tpGjOnS019fm0RZubdTWJsXNwEmMh8KO6zK34KpOWpwwMnWTpIus6n7FBeqA0CACUN5AB5oAtO59uAEq3NYZELboHVLa3R1qSStS5oJ8myNINViQun8CBX0V+Sr9h/zNJF0wruF7jeoNnVcELmHiX2TIXVygY4HhVuSAiwTcfddYEzhvvXRbbDGBmGVbe1cVpzTCNtsQ4dFDKQNAt3b4YTCj5DMpW4mXBQKqOch36O6kpR76D16kIc+A8YZmgBkadpWFCSo/eS2qXXxsQB3FhdrRtURRKeVCvi5yDkZUcvYCXrMDmtjTU3j7Q1mfo4owd8AWEywnxNkgekCql22+Wl941arksf2tbeP6VIHj1oGKpo+xhTfvuP+YO92BKpMHJH3fuey3b4KpM04OnwBhsoOK1sdFObRti5XE4yumAnpmyzahoZ96v3Y6mQP6MkJGHTfXLBfYKjnu9ylz8+QTW2bC5wBoDRGbaq4JXNQQkAj8m9g221Uo7LZTXSZ06qx9yyiZ9OnaReY6Nlibbnu5THoode/2EdzpTxptEb3TxDLXpFtFGGUjjD06qh9Ph9mzZpFxFEdYqm5c+d2W+6OO+7AsmXLsGrVKhxzzDFZ97Nz507s2bMHY8aM6U31hFGC5bMwflY+Plyz7yXRcVy8uTaCabPVmUo6EDsUBgrD54X3yEORfPWtzmWu4yDxj7fhn3VYt+XuuecesUFhwPD4TIyflY8da/bNEuY6Lur/thXFx43ttpzYoSBkoGOWpEy/UUivu0mLFy/Ggw8+iEcffRSbN2/GZZddhmg0ioULFwIAzj//fCxZsqQz/+23347rr78eK1euxIQJE1BbW4va2lq0trb34ltbW3HVVVfhtddew9atW7FmzRqcccYZmDJlCqqrqwfoMIWRxkk/Ho9//mY3Xnt0N2o2R/HkZR8gHnMw/zvtoyS3LtqC/7p1R2f+n//852KHwoASvOgsxH73Atp+/yLSn2xD5D/vgROLI/ec9i+we370c4RveZSUueWWW8QGhQHlpB+Pxzu/+QjvPfoJ9mwOY81lr8GOpnDwBe2jBm8sfB7v/uffSBmxQ0HIgO0B0t7uf6N0lqReH/XZZ5+NhoYG3HDDDaitrcXMmTOxatWqTiH09u3bYZr7+iG/+tWvkEwm8c1vfpNsZ+nSpbjxxhthWRbefvttPProowiHw6iqqsIpp5yCZcuW9XneZ2Hkc8zZlWhtSOHPSz9DpDaBg2bm4/Znp6K4on0YtX5HAnnpfUOfK1euFDsUBpScr5wEZ+9etPz8ETgNe+E9fDLKnrgRVln79JP2rgbF51BsUBhojjm7Elsagli3dBNitW0om1mMf/nz2QhUtLvwxHZExA4FoRcYjqV1r+66fjRiuK6bPULTMCcSiaCgoACfrTsW+XkeFO6gvnbWR9Qnt+3Dveo2tlK/xeYm6ucYbtb4TTOfXObiDb9X9dXLDdBlBYW0z1ZQrjbIeQdTnYDv0EIlT3IqzVN3MD0HW8vV+n+cS31CP8RBJP1perxSpj5FdQ4xFjhHh8+kfpi5LHAO948GgAkWDVY0AdRnenxCnT51DAvYV9LsQUtLGtOOfgPNzc0IhUJZ69ofOuzw2uavYXy+Gsiq3KY2VhanfqXlEdVeyhqpH2mojgXy2anux95K7T2+S/XJbWugfq9tLbQuXHsAAA5bZLLxSV9AbURz8ql9B8dQewlM1FyTSXRZ21iqYdijseWaYrqsJpfWpcZD7w8A2IEykq51Ski62VHrFndoXTzM/7/AUv3/K809SESSuLfw6SG1w+uavwIjxHy8NRoGfgx+qD7QPMhgsU11SIVp1Se9IEENprSV2ndhRP1eFWqiefyN1C7Nek3gNhZVM8UCt6V1Pt1ZArcZGnGZEritgNqCVRwAx6yg598po+17rFw9B83F9LzVF6n+541BWr8GH91uk6W6ZjYhD/FICrcVPD+kdvj227OACtpYtPrV144WHz2mmIeWiZuq7SYNuszpgdOEyYLIWewVKOCq55sHHQymaZk8VcKAUIzWJcQ0DLma9t6/l+7HYu8h0ATqdJhmx9bYu6tpz7tiaESaJrN3xb6L1HcVu5TZdwndbqTQGdJncm/psNnK1/4BM0/VzHTgtLai9rgvDstjGExGp3JDEARBEARBEBhG2pv1N1g0NTXhvPPOQygUQmFhIS666KJOd8HuOPHEE2EYBvldeumlJM/27dtx+umnIxgMory8HFdddRXSuplKMjA6HbEEQRAEQRAEgWHYFgw7g0tShnX95bzzzkNNTQ1Wr16NVCqFhQsX4pJLLsETTzyRsdyiRYtw8803d6aDwX2jm7Zt4/TTT0dlZSVeffVV1NTU4Pzzz4fX68XPfvazHtdNOgyCIAiCIAiCAMB0TJhOBgecTOv6webNm7Fq1Sq8/vrrnbOX3XfffTjttNNw1113oaqqqtuywWCw2/AGL730Et5//3389a9/RUVFBWbOnIlly5bhmmuuwY033gifz6ctxxlRHYZA1EAODDW4QUUOSeZo/PX8Y6nPZ1ET9Qvkc3sDqh8sj5dgaOby9uTSoSwPm+vYU6z6BZpltP5uieory8mP0B7wQZoOcV6CDnNNCnxA0i3ej5QyKXbubGSfU9nnUv9JLxN7BDT+lX42UhZkbpl5cfUaBtm87oG4gVRi6Od8Prl5B4pT6gn3p2hdcuO8vuox8enK+fTPbqF6o1sTqE9lsEDNE2B+rgUsrcT+gBrfgc87b+aox8z9YM0CZt+lqi3beZmbpWBMPU98sseCGK3rQYGwUuYwP12WsD4h6aTGj91hy0zu/6yLpWG7iEZt3KusGVxOaN6FQA/mpedYGlWb186c5rYNAIFkZvv2x9UyBmsKXD8t42r8pk1mh35mYz7NHPQ6+yb10LTdBp+rntt7ruqm4LL4HzYrY2pcy3OYfZdrHtN5cVqwwkc1SXEemAdAytyDaMTGbeouB5W8qAl/mB53gUc9/2l2Oh2TaQRN9To6BovxMwDvcZbmmpgutQdPmu7Ip7F/X5Iu4zFGuK0DgMt0G04+tSldfBCTacfMYs2Gs9i7NtAUD0bFbNfRtNMOi2dlsUuWEzORbhv+nvCm7YGZye3o81mSIhGqWesuFklPWbduHQoLC8lUx/PmzYNpmli/fj2+/vWvd1v28ccfx29/+1tUVlbiq1/9Kq6//vrOUYZ169bhqKOO6pycCACqq6tx2WWX4b333sMXvvCFHtVvRHUYBEEQBEEQBKGvmI4FM9NMSJ+v45HMO2Ya6yu1tbUoLy8nyzweD4qLi1FbW9tNKeDb3/42Dj74YFRVVeHtt9/GNddcgw8//BB/+MMfOrfbtbMAoDOdabsc6TAIgiAIgiAIAgDDMWFkcDvqWLdjxw4yS1J3owvXXnstbr/99oz73Lx5cx9q2s4ll1zS+f9RRx2FMWPG4OSTT8ann36KyZMn93m7HOkwCIIgCIIgCAIAK+WFlereJcn+fF0oFOrRtKpXXnklLrzwwox5Jk2ahMrKStTX15Pl6XQaTU1N3eoTdMyZMwcA8Mknn2Dy5MmorKzEhg0bSJ66uvap6nuzXekwCIIgCIIgCAJ6PsLQU8rKylBWVpY139y5cxEOh7Fx40bMmjULAPDyyy/DcZzOTkBP2LRpEwBgzJgxndu95ZZbUF9f3+nytHr1aoRCIUybNq3H2x1RHQYrCVheIJ1DL2YqlwkrD9KJhgtIiguSfClVNGSy4C1K5DaNaNJly7iINa2xQ9fKXEaHn8Xzqoir/ngVfRBE8vOSLQ0ARlYlmlqPbMfsaCyX38OuCXg1wsrBZvq7XuTnqxXsyXXLhu2nx+OUqF9BDBYM0BifPbieso0eLFOuiaaMneU66s6JnaVV8sfU2uW0Uhsq6YNt94We2D8ARKK9m+96IDjyAy8KcnrfxA+EnfZ1O7xMKpcuMHJUAb9RTO+B7q5Bb/bL2x9tnh4cn3KP9KAM0y/Dp5kMoYCFUNKJp3XsDzv0xg0UNLHrqHtOZLmXTM0zONs2dNco27XuUZk+XNds2wSAVC4TRrP7l7ftAGDY/Y++3Rd774n98/PiiwMaPf6ww7RNmBmmTnUHQl2v4fDDD8f8+fOxaNEirFixAqlUCpdffjnOOeeczhmSdu3ahZNPPhmPPfYYZs+ejU8//RRPPPEETjvtNJSUlODtt9/Gj3/8Y3zpS1/C9OnTAQCnnHIKpk2bhu9+97u44447UFtbi+uuuw4//OEPeyXSHlEdBkEQBEEQBEHoK560B1aq+9djIz14r86PP/44Lr/8cpx88skwTRNnnnkm7r133xx7qVQKH374IWKx9q/CPp8Pf/3rX3HPPfcgGo1i3LhxOPPMM3Hdddd1lrEsC3/+859x2WWXYe7cucjNzcUFF1xA4jb0BOkwCIIgCIIgCAIG3iWpNxQXF2cM0jZhwgS4XabzHjduHF555ZWs2z344IPxl7/8pV91kw6DIAiCIAiCIAAwbQOm3b07s5th3UhmRHYY2phovSVEowy1BFUHytYA9Y9MsDMzUPahBEBiVQkmNf7ZLPhYXlT1rcuN0DyBZno8VoRFPgNg7KXB6FyWtnXB6liAL7uNHpCTZAeowWQBkHjwOgDwsGBjVjHTnZTTYHYAkC6iZZL5Bqzs1RlwPK/UwV+i+gUaPIBaIc1ja3QP6Vx6rlLsNCSCql9vnNly3K/ae5uf2ztNa+LOZb0HdAG/eAA+HuBLF/AryAL7BFtpOkDjDQIAvGG6IzPMIt5FWBqAw4PVsQBfjibgV1Z0gZV8FryJPjjW9xP/Pxvh5R/CdAGcWJ2VAGUADBbYyeD3bECj2cmly5wg3a4dUL/SpXNoXRJMfpMIqPVP+ui55QHA0pogYSmLBwWj6x1Do1ljwbu4bsCruUF4QC8evC6g0eNw/Zk3qtqO2Upt0+Dte1Rt7922NFLxoW8QPSlVA2i1qveW0ZL5GPj9qVvGA/LpAp1BCTjJbFcTgJIH5eMB+bhtA6qW0mbNf0oTXDfto/VPsrTOlrntpnUNcZYyOrh9e5h9e9K9D1bni2O/PJN7iydtweINSReMDOtGMiOywyAIgiAIgiAIvcWwTZgZhM3OIImehzvSYRAEQRAEQRAEAIZtwMgwpJ5p3UhGOgyCIAiCIAiCAMBKm7BS3Y8iuLr570cBI6rD4JrtP65Z2F5K07uDqs/8bk8hSde7NB1285UycVfjhNgFj6E66+UZ1EG1wthL0mMcmgaAsfE2mtb4KAZi9JhMpi0wdkaVMvFPwiQdZXla96p+3y0Rut1YG3V0TGn8E3k4ihwWSyAvT/UHDLG51fPG5tJtTKFxMwDA8rJYGrnePs3J3l/qN9QDpaqGIVhFHbJ946lNWVX0GAHVzzsZoOcuXKCe8IYQPeiGHLVxa/LQuoRNmo5CjVWSQPeRLwEgF+oE20UuFRyU2NT+y+KqX3I5s28/8/u2Ehr/8np6j6S3Rki6bbsqfIg1Uo1OPEbrkoirxuNksSefT/3yFAhaaOExW4aA8BsNaEvTCrs8VowGn8aH28t8tn1F1L59ZaqmyGLLLKY7cnxq+8n9uqN5tP57Q6q9NzNdQyu7BlGPejwpg91XRnafZMul+8l1qI99MK0aRzFrHwuZbXuT6iOY27elaYfd3bStTu5i6Sb1XkyEk2jpQSyDgcZMA1aMniuD3a8AYDewe5gdQ6pZPQ8pFlfCSWVv8D0BpqFjWhtvgdp2e4rpMpNp6qwSXWwn2l7aPt6Wq9eiNZfWP5pD0zGfWoY9+pHSxH/SLctGwKb7DjKJSV5C3WZ+jLXVzNffTLf/hjumY8B0uj9nmdaNZEZUh0EQBEEQBEEQ+opht/8yrR+NSIdBEARBEARBEABYKQOWJ8O0qprZ/UYD0mEQBEEQBEEQBACGg4zuzPvD1Xk4IB0GQRAEQRAEQQBgOC4MXcyaLutHIyOqw9Aheo4FaPevkYn4tnjKlLLv2RNpnsTBJN2ULFHKxNNUxGc7VH1kmWrwnHxfM0mP9e8i6Rm+D5UyPv82ki7yq+IvjskEnKlaVfTcyoSg9buoyKy+SXXUq2uhN0oTi+2W0Pj2+ZmekOnHUJandtcrk5m78F6+EQDeGBUNG87+ET3v3pmAV1N/LjjlAYO8RTrhHCXBbDucq+5nNxPx7fAUKXk+c8eQdG2qlKSbHRb9EEDCoYpULuovsFqUMmM9tSQ9yVND0pa/SSmT56fbdU123jRGxoMOxpkItHm3KrJsrKf3UbiVnstWjbiaxyXkMc6CGtFzKGijNcPDZ7Boqo3DTLJAUBrRq8kEkQG/RswYogeaG8scMAsAAkzkaYYyTxIBADZ7IrUG6QnfqwlU2MCCxoUteh/tNdTJBLioP5FlAgsAyDVp+xiymIDfVO3fcqmN5bDrwW0bAEwukNcEHUzX0n23MRF0S4MadLM1kt4vdmjYLgwWMM5tVZ+NXOQcr6P3bLxZLcMnKrB7MLmAl9mlnwVdC2iC2/mZANjLg79pAheCBeJUAqxpgrC1sSCbXNDf7FcnsIhatP4xU7XlbKJ+C+pzJODQc5vvoXZoax6uXib8zzNZwEcbGV/EhwtmyoWZIQCeuR8mDxgOjKgOgyAIgiAIgiD0Gcdt/2VaPwrp02Syy5cvx4QJExAIBDBnzhxs2LAhY/5nnnkGhx12GAKBAI466ij85S9/Ietd18UNN9yAMWPGICcnB/PmzcPHH3/cl6oJo4hfbWzBIb/chdCd2/HFR2ux4VN1FKUrYofCQPNC1MXFdS7O3O3iJw0uPtCMSnTl2WefFRsUBpwHP45j+vPNqHx6L+a9FMGm5szTuIgdCkL3GLab9Tca6XWH4amnnsLixYuxdOlSvPnmm5gxYwaqq6tRX1+vzf/qq6/i3HPPxUUXXYS33noLCxYswIIFC/Duu+925rnjjjtw7733YsWKFVi/fj1yc3NRXV2NeFydS1oQAOCZzVFc/fJe/OcXC7B+4RgcVe7F/Ns/Rb1m2BoA1q9fL3YoDCj/jLt4qBk4Jx/4eRkwwQtcW+dib4aHyUUXXSQ2KAwoz3wQw3VvteGaIwNYWx3CkYUWvrMpgcak2KEg9ImUnf03CjFc1+1VV2nOnDk49thjcf/99wMAHMfBuHHj8KMf/QjXXnutkv/ss89GNBrFn//8585lxx13HGbOnIkVK1bAdV1UVVXhyiuvxE9+8hMAQHNzMyoqKvDII4/gnHPOyVqnSCSCgoIC1K6ajVCuB9sm0ZfGt8up59Uma4Kyjf+XPJSkt7ZRTUOkTdUwpON5dIHNIqiYqlF5cmhAqTH5W0n6mODbSpnjsJmkZ+xR/bEnbaF+i3lvU3/atjcblDKNH1A9RU0N9VHcuVfjH8/iX+1l04slNAFNcpkvYDnzyxzDTiMAVBZSn8vKKnp8C95OYVa5Fz8/oT1Ym+O6OOTxRlx+UgmuPbUcAJCamIdINI2yM17H17/+dSSTySGxwz+ONzCxRPX2K6+iuouCKVQn4D9StbHkZHpy6g6m12RruWpjnwWpz/ZnZoWS55P0OJKuT1MNQyStBipMOrT+FtMw5HuobQPAeB/V6BxqbSfpqWmqcQCAKazTd/Aueu2LPlU7he77VAvR8i5N79lBfb4BoK6B+ujWR+i51biOo6sr87IWF1M8wAV57TbvuC6uCANfyQW+mb/vPijKNRG1Xcz/zEF1dTVWrVrVuW6gbRDYZ4evzfQAcXqvxTQjIMwdGzkaP+lQPl1WUEyvSW6Fqr/JmUjt25pA08lxarC3ZmaqdaX0GtWoZokGH7XLBotmagYNSggAUZfuO47sGoY80Ha32KD2Xu6o9l+ZoC/YY5vZ+no1GGLBLnpfWZ+q2ohEl6Cb//pkA6YHgdtntB+T47qY/r8tOL/Kg0vH7WuHmsPtGoYvvW8PqR3W/+lYlLYyDcMONZBiYjt7ZjENQ1tYvSHjMbrddB80DME82lYHCtRr4i+l9u2rpDZlVqkPMbuSlmkroc+05mL1+coDE3LNTtin3pstFrXduKk+e5LM+zzNNA0eV32O5LpUBxOy6fkv1mjJyiP0+V/aRPcbqkPnM7m5uRmhkKqV25902OxJ19bCE+i+bul4BC/fVjksj2Ew6ZWGIZlMYuPGjViyZEnnMtM0MW/ePKxbt05bZt26dVi8eDFZVl1djeeeew4AsGXLFtTW1mLevHmd6wsKCjBnzhysW7dO2zglEgkkEvuMubm5vRVuibYbcGsLi0bMnmUJS33hSCVpw2630cbKiasvHE6cvRz3oMPgpOl2bJfuJ5lWG8U20IcmPz4AiLSyiJcs0nObRoTLo89G2ZfRmMZPr40tYu8j0H3U4hFS21y+H7UMF+d1rWvScfFWfQo/nBFEpMtxfemQXPzfR1H84MT2Y09F02j5/IHy+uuv48orryTbHCw7jDmuVlyYw4RSRoIeuL9Nva5JFsm0pYVFAg2oJ68tzSIWa8T3qTR9GKTTzP7TatNg8zDHrMOQ9qhfH5M+JkZm914srYb95PbdwmzbiqnnyWVRmXlEW12k5Wz2zm0dADqKpF1gmw3MD9ByR/qA95LAaV2W+WwX0c/TJ5xwAtlef20Q6N4Oo7a7r8LdHCMAcDmkrbFdLsTloj9b076k2DWxmH1z2waAFvYe2coE8FHNNYn56Ha4jcWh2n/CpUedfRoJIMG2Ezdous1RjyfKXqpa2bt/S6v6gcVg9s3PGwAkPm87knZ7W3jx0QFi88cWmHi92cF5Y/Yta7XdTpsfSjtsidnwsWNyNcLiBLOhNmZjcc09zJf1RPTsYUJzm+1HNzGAn9XNx2zb1Fwjmwmy2/ysTfKq90wrExJH2fFoIz1bvL1Xsij2nTbodnQdBtOl2/XYNO1PaOrfQu3Zz/uFUXQ+k3v5rXpocRz6dUi3fhTSqw5DY2MjbNtGRQX9DFRRUYEPPvhAW6a2tlabv7a2tnN9x7Lu8nBuvfVW3HTTTcryqWdu7NmB4PUe5ht8drP0m5o8Dw1FRfoMv+l1b1kszVsv9cMcUMMKfaCOqix8qRlAs7K88N/eV5bV1dUNmR2euxPATvXlAW/zZVxzod+PMHz5VRTqZQRwDrmU+x4uOTn0y3Z/bRDo3g5Pfqevw+a6cnwZfwnX6YfUGbCEweHSjXEAaod95jp1tiRgaO1w8tm6p9pwQn+OhMFlz549KCgo2N/V0GKk0jBMzTO8y/rRyAE5S9KSJUvIqEU4HMbBBx+M7du3D1sDHEoikQjGjRuHHTt2jMjhspqaGhx22GFYvXo1Zs+e3bn8+uuvxz//+U+8/PLLncuam5sxfvz4QamH2GFmRrId9sYGgX12mJen8b/rJ2KH3TOSbRAQOzxQGOl22Bs6bLC4uHh/V6V7HCfzKIKMMGSntLQUlmWhrq6OLK+rq0NlZaW2TGVlZcb8HX/r6uowZswYkmfmzJnabfr9fvj96jz8BQUFo/5m7EooFBqR5yMQCMCyLLS2tpLjC4fDGDt2rPaYKyoqxA73EyPRDvtig0D7KG1X+muDgNhhTxiJNgiIHR5ojFQ77Aum2adJOocG2wHsDCO0mdyVRjC9umI+nw+zZs3CmjVrOpc5joM1a9Zg7ty52jJz584l+QFg9erVnfknTpyIyspKkicSiWD9+vXdblMY3fTFDo899lixQ2HA6IsNAsArr7xC0mKDQn8QOxSEQSCVyv4bjbi95Mknn3T9fr/7yCOPuO+//757ySWXuIWFhW5tba3ruq773e9+17322ms78//zn/90PR6Pe9ddd7mbN292ly5d6nq9Xvedd97pzHPbbbe5hYWF7h//+Ef37bffds844wx34sSJbltbW4/q1Nzc7AJwm5ube3s4I5LRcD56aocd5+Kll14SOxxiRvr56E1b2HEuBtsGu+5rpJ733jAazoXY4fBHzsU+hvO56KjbSYved0/54Y5ufycten/YHsNg0msNw9lnn42GhgbccMMNqK2txcyZM7Fq1apOgdT27dvJUNPxxx+PJ554Atdddx3+4z/+A1OnTsVzzz2HI488sjPP1VdfjWg0iksuuQThcBhf/OIXsWrVKgQC6lR9Ovx+P5YuXaodDh2NjIbz0VM77DgXX/rSl8QOh5iRfj560xZ2nItDDjkEN91006DZYNd9jdTz3htGw7kQOxz+yLnYxwFxLhy7/Zdp/Sik13EYBEEQBEEQBGEk0RmH4fw34fF1PzFAOtmKlx87WuIwCIIgCIIgCMKoxE63/zKtH4UMY5m6IAiCIAiCIAwdrm1n/Q0WTU1NOO+88xAKhVBYWIiLLroIra1qZPQOtm7dCsMwtL9nnnmmM59u/ZNPPtmruskIgyAIgiAIgiAAQDoOGBlej9NqkMSB4rzzzkNNTQ1Wr16NVCqFhQsX4pJLLsETTzyhzT9u3DjU1NSQZb/+9a9x55134tRTTyXLH374YcyfP78zXVhY2Ku6SYdBEARBEARBEPD5CEOGSM+DNcKwefNmrFq1Cq+//jqOOeYYAMB9992H0047DXfddReqqqqUMpZlKXHQnn32WXzrW99SAjQWFhZ2GzOtJxwwLknLly/HhAkTEAgEMGfOHGzYsCFj/meeeQaHHXYYAoEAjjrqKPzlL38ZopoODb05H4888ogyFNWb2S6GM3//+9/x1a9+FVVVVTAMA88991zWMmvXrsXRRx8Nv9+PKVOm4JFHHunx/sQOKWKH7Ygd7j/EBtsZahsExA67InbYzv6wwwHHSWf/oV0k3fWXSCT6tdt169ahsLCws7MAAPPmzYNpmli/fn2PtrFx40Zs2rQJF110kbLuhz/8IUpLSzF79mysXLkSvZ3z6IDoMDz11FNYvHgxli5dijfffBMzZsxAdXU16uvrtflfffVVnHvuubjooovw1ltvYcGCBViwYAHefffdIa754NDb8wG0R5isqanp/G3btm0Iazx4RKNRzJgxA8uXL+9R/i1btuD000/Hl7/8ZWzatAlXXHEFLr74Yrz44otZy4odUsQO9yF2uH8QG9zHUNogIHbYFbHDfQy1HQ4GbrIt6w9odwcqKCjo/N1666392m9tbS3Ky8vJMo/Hg+LiYtTW1vZoGw899BAOP/xwHH/88WT5zTffjKeffhqrV6/GmWeeiR/84Ae47777elfB/RwHokfMnj3b/eEPf9iZtm3braqqcm+99VZt/m9961vu6aefTpbNmTPH/f73vz+o9Rwqens+Hn74YbegoGCIarf/AOA+++yzGfNcffXV7hFHHEGWnX322W51dXXW7YsdUsQO9YgdDh1ig3oG2wZdV+ywK2KHeobCDgeSjsBtXzrlGfek01/o9velU55xAbg7duxwm5ubO3/xeFy73WuuucYFkPG3efNm95ZbbnEPOeQQpXxZWZn7y1/+Mmv9Y7GYW1BQ4N51111Z815//fXuQQcdlP2kdGHYjzAkk0ls3LgR8+bN61xmmibmzZuHdevWacusW7eO5AeA6urqbvMfSPTlfABAa2srDj74YIwbNw5nnHEG3nvvvaGo7rCjr7YhdkgRO+wfYof9R2ywf/THLsQO9yF22D+GpV300CUpFAqRX3fB6K688kps3rw542/SpEmorKxURqXS6TSampp6pD34/e9/j1gshvPPPz9r3jlz5mDnzp29cqMa9h2GxsZG2LbdGbWyg4qKim6HaGpra3uV/0CiL+fj0EMPxcqVK/HHP/4Rv/3tb+E4Do4//njs3LlzKKo8rOjONiKRCNra2rotJ3ZIETvsH2KH/UdssH/01QYBscOuiB32j/7Y4WDhpmJwkxl+qVivtldWVobDDjss48/n82Hu3LkIh8PYuHFjZ9mXX34ZjuNgzpw5Wffz0EMP4Wtf+xrKysqy5t20aROKiop6FXFbZkkaBcydOxdz587tTB9//PE4/PDD8cADD2DZsmX7sWbCaELsUNjfiA0KwwGxw+GNa6fhGqmM6weDww8/HPPnz8eiRYuwYsUKpFIpXH755TjnnHM6Z0jatWsXTj75ZDz22GOYPXt2Z9lPPvkEf//737UTCfzpT39CXV0djjvuOAQCAaxevRo/+9nP8JOf/KRX9Rv2HYbS0lJYloW6ujqyvK6urtshmsrKyl7lP5Doy/ngeL1efOELX8Ann3wyGFUc1nRnG6FQCDk5Od2WEzukiB32D7HD/iM22D/6aoOA2GFXxA77R3/scLBwnSRcx8q4frB4/PHHcfnll+Pkk0+GaZo488wzce+993auT6VS+PDDDxGL0VGOlStX4qCDDsIpp5yibNPr9WL58uX48Y9/DNd1MWXKFNx9991YtGhRr+o27F2SfD4fZs2ahTVr1nQucxwHa9asIT30rsydO5fkB4DVq1d3m/9Aoi/ng2PbNt555x2MGTNmsKo5bOmrbYgdUsQO+4fYYf8RG+wf/bELscN9iB32j+FoF+2uR9EMv965JPWG4uJiPPHEE2hpaUFzczNWrlxJ4ilMmDABruvixBNPJOV+9rOfYfv27TBN9bV+/vz5eOutt9DS0oLW1lZs2rQJ3//+97V5M9IrifR+4sknn3T9fr/7yCOPuO+//757ySWXuIWFhW5tba3ruq773e9+17322ms78//zn/90PR6Pe9ddd7mbN292ly5d6nq9Xvedd97ZX4cwoPT2fNx0003uiy++6H766afuxo0b3XPOOccNBALue++9t78OYcBoaWlx33rrLfett95yAbh33323+9Zbb7nbtm1zXdd1r732Wve73/1uZ/7PPvvMDQaD7lVXXeVu3rzZXb58uWtZlrtq1aqs+xI7pIgd7kPscP8gNriPobRB1xU77IrY4T6G2g4Hko5ZkuYevcz912Pv7PY39+hlLgC3ubl5yOu4PzkgOgyu67r33XefO378eNfn87mzZ892X3vttc51J5xwgnvBBReQ/E8//bR7yCGHuD6fzz3iiCPcF154YYhrPLj05nxcccUVnXkrKirc0047zX3zzTf3Q60Hnr/97W/aKco6jv+CCy5wTzjhBKXMzJkzXZ/P506aNMl9+OGHe7w/sUOK2GE7Yof7D7HBdobaBl1X7LArYoft7A87HCg6OgzHzbjB/eLRP+v2d9yMG0Zlh8Fw3V6GehMEQRAEQRCEEUQkEkFBQQFmT1sMj9X97EFpO4EN79+N5uZmhEKhIazh/mXYi54FQRAEQRAEYShw7SRcGBnXj0akwyAIgiAIgiAIAFw7laXD0P2UqyMZ6TAIgiAIgiAIAgA3FYFj+7pfP4jTqg5npMMgCIIgCIIgCPjcJSmDvNd1ZIRBEARBEARBEEYtrp2A6zrdr5cOgyAIgiAIgiCMXpxkCwyz+9djx0kPYW2GD9JhEARBEARBEAQAKTsKx7G6XW+79hDWZvggHQZBEARBEARhVOPz+VBZWYn3a9/ImreyshI+X/fC6JGIBG4TBEEQBEEQRj3xeBzJZPZZkHw+HwKBwBDUaPggHQZBEARBEARBELrF3N8VEARBEARBEARh+CIdBkEQBEEQBEEQukU6DIIgCIIgCIIgdIt0GARBEARBEARB6BbpMAiCIAiCIAiC0C3SYRAEQRAEQRAEoVukwyAIgiAIgiAIQrf8/2xll0E2Fau4AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x250 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# re-define PDE during rollout predictions\n",
    "pde = PDENodesCollector()\n",
    "u = pde.new_uf()\n",
    "u_ic = interp_fenc(u_pred[-1])\n",
    "pde.set_ic(u, u_ic, x=x_fenc, y=y_fenc)\n",
    "f = pde.new_coef_field(f_arr, x=x_fenc, y=y_fenc)\n",
    "pde.sum_eq0(u.dt, (0.5 * u).dx, f, -(3e-3 * (u.dx.dx + u.dy.dy)))\n",
    "\n",
    "# inference and plot\n",
    "pde_dag = pde.gen_dag(config)\n",
    "u_pred = infer_plot_2d(model, pde_dag, x_plot, y_plot, snap_t=np.linspace(0, 1, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Damped Wave Equation\n",
    "\n",
    "- PDE Form: $u_{tt} + 0.3u_t -\\Delta u = 0$\n",
    "\n",
    "- Initial Condition: $u(0,x,y) = g(x,y)$, where $g(x,y)$ is a Gaussian Random Field (GRF), and $u_t(0,x,y)=0$\n",
    "\n",
    "- Boundary Condition: Periodic boundary conditions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define PDE\n",
    "u_ic = sample_grf()\n",
    "pde = PDENodesCollector()\n",
    "u = pde.new_uf()\n",
    "pde.set_ic(u, u_ic, x=x_fenc, y=y_fenc)\n",
    "pde.set_ic(u.dt, 0, x=x_fenc, y=y_fenc)\n",
    "pde.sum_eq0(u.dt.dt, 0.3 * u.dt, -(u.dx.dx + u.dy.dy))\n",
    "\n",
    "# inference and plot\n",
    "pde_dag = pde.gen_dag(config)\n",
    "u_pred = infer_plot_2d(model, pde_dag, x_plot, y_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conservative Variant of Two-Dimensional Viscous Burgers' Equation\n",
    "\n",
    "- PDE Form: \n",
    "  $$u_t + (u^2)_x + (uv)_y - 10^{-3}\\Delta u = 0,$$\n",
    "  $$v_t + (uv)_x + (v^2)_y - 10^{-3}\\Delta v = 0$$\n",
    "\n",
    "- Initial Condition: \n",
    "  $u(0,x,y), v(0,x,y)$ are both Gaussian Random Fields (GRF).\n",
    "\n",
    "- Boundary Condition: Periodic boundary conditions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "u_ic, v_ic = sample_grf(2)\n",
    "pde = PDENodesCollector()\n",
    "u = pde.new_uf()\n",
    "v = pde.new_uf()\n",
    "pde.set_ic(u, u_ic, x=x_fenc, y=y_fenc)\n",
    "pde.set_ic(v, v_ic, x=x_fenc, y=y_fenc)\n",
    "pde.sum_eq0(u.dt, (u * u).dx, (u * v).dy, -(1e-3 * (u.dx.dx + u.dy.dy)))\n",
    "pde.sum_eq0(v.dt, (u * v).dx, (v * v).dy, -(1e-3 * (v.dx.dx + v.dy.dy)))\n",
    "pde_dag = pde.gen_dag(config)\n",
    "u_pred = infer_plot_2d(model, pde_dag, x_plot, y_plot, snap_t=np.linspace(0, 1, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Two-Dimensional Incompressible NS Equation (Conservation Form)\n",
    "\n",
    "- PDE Form: \n",
    "  $$u_t + (u^2)_x + (uv)_y + p_x - 10^{-3}\\Delta u = 0,$$\n",
    "  $$v_t + (uv)_x + (v^2)_y + p_y - 10^{-3}\\Delta v = 0,$$\n",
    "  $$u_x + v_y = 0$$\n",
    "\n",
    "- Initial Condition: \n",
    "  $u(0,x,y), v(0,x,y)$ are both Gaussian Random Fields (GRF).\n",
    "\n",
    "- Boundary Condition: Periodic boundary conditions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x750 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pde = PDENodesCollector()\n",
    "u = pde.new_uf()\n",
    "v = pde.new_uf()\n",
    "p = pde.new_uf()\n",
    "pde.set_ic(u, u_ic, x=x_fenc, y=y_fenc)\n",
    "pde.set_ic(v, v_ic, x=x_fenc, y=y_fenc)\n",
    "pde.sum_eq0(u.dt, (u * u).dx, (u * v).dy, p.dx, -(1e-3 * (u.dx.dx + u.dy.dy)))\n",
    "pde.sum_eq0(v.dt, (u * v).dx, (v * v).dy, p.dy, -(1e-3 * (v.dx.dx + v.dy.dy)))\n",
    "pde.sum_eq0(u.dx, v.dy)\n",
    "pde_dag = pde.gen_dag(config)\n",
    "u_pred = infer_plot_2d(model, pde_dag, x_plot, y_plot, snap_t=np.linspace(0, 1, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Specification of Complex Domains and Boundary Conditions\n",
    "\n",
    "- For non-periodic boundaries, it is necessary to explicitly specify the domain of the unknown field variables and the location of the boundaries.\n",
    "- Both the domain and boundary locations can be represented using Signed Distance Functions (SDF). The SDF of a set $S$ is defined as \n",
    "  $$\\mathrm{SDF}_S(r) = d(r,S) - d(r,S^c),$$ \n",
    "  where $r = (x,y)$. This function is negative inside $S$, positive outside $S$, and zero on the boundary of $S$.\n",
    "- If the domain remains a rectangular region with periodic boundaries along one axis, the SDF should only account for non-periodic boundaries, ignoring the periodic ones during computation.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Convection-Diffusion Equation with Periodic + Dirichlet Boundary Conditions\n",
    "\n",
    "- PDE Form: \n",
    "  $$u_{t} + (-0.2u)_x + (0.5u^2)_y - 3\\times 10^{-3}\\Delta u = 0$$\n",
    "\n",
    "- Initial Condition: \n",
    "  $$u(0,x,y) = \\sin(2\\pi x)\\cos(4\\pi y)$$\n",
    "\n",
    "- Boundary Condition: \n",
    "  - Periodic boundaries on the top and bottom sides of the square region.\n",
    "  - Dirichlet condition on the left boundary: $u|_L = 0$.\n",
    "  - Modified Dirichlet condition on the right boundary: $(u + g(x,y))|_R = 0$, where \n",
    "    $$g(x,y) = \\sin(2\\pi y).$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# prepare IC and domain\n",
    "u_ic = np.sin(2 * np.pi * x_fenc) * np.cos(4 * np.pi * y_fenc)\n",
    "pde = PDENodesCollector()\n",
    "boundary_l = pde.new_domain(sdf_values=x_fenc, x=x_fenc, y=y_fenc)\n",
    "boundary_r = pde.new_domain(1 - x_fenc, x=x_fenc, y=y_fenc)\n",
    "domain = pde.new_domain(np.maximum(-x_fenc, x_fenc - 1), x=x_fenc, y=y_fenc)\n",
    "\n",
    "# specify PDE and BC\n",
    "u = pde.new_uf(domain)\n",
    "pde.set_ic(u, u_ic, x=x_fenc, y=y_fenc)\n",
    "pde.sum_eq0(u.dt, (-0.2 * u).dx, (0.5 * u.square).dy, -(3e-3 * (u.dx.dx + u.dy.dy)))\n",
    "pde.bc_sum_eq0(boundary_l, u)\n",
    "g = pde.new_coef_field(np.sin(2 * np.pi * y_fenc), x=x_fenc, y=y_fenc)\n",
    "pde.bc_sum_eq0(boundary_r, u, g)\n",
    "\n",
    "# inference and plot\n",
    "pde_dag = pde.gen_dag(config)\n",
    "u_pred = infer_plot_2d(model, pde_dag, x_plot, y_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Wave Equation with Periodic + Neumann Boundary Conditions\n",
    "\n",
    "- PDE Form: \n",
    "  $$u_{tt} - \\nabla\\cdot(c^2\\nabla u) = 0,$$\n",
    "  where \\(c^2 = 2\\).\n",
    "\n",
    "- Initial Condition: \n",
    "  $$u(0,x,y) = \\sin(2\\pi x)\\cos(4\\pi y), \\quad u_t(0,x,y) = 0.$$\n",
    "\n",
    "- Boundary Condition: \n",
    "  - Periodic boundaries on the top and bottom sides of the square region.\n",
    "  - Neumann boundary condition on the left and right boundaries: \n",
    "    $$\\frac{\\partial}{\\partial n}u|_{LR} = 0.$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pde = PDENodesCollector(dim=2)\n",
    "domain = pde.new_domain(np.maximum(-x_fenc, x_fenc - 1), x=x_fenc, y=y_fenc)\n",
    "u = pde.new_uf(domain)\n",
    "pde.set_ic(u, u_ic, x=x_fenc, y=y_fenc)\n",
    "pde.set_ic(u.dt, 0, x=x_fenc, y=y_fenc)\n",
    "c2 = pde.new_coef(2)\n",
    "pde.sum_eq0(u.dt.dt, -((c2 * u.dx).dx + (c2 * u.dy).dy))\n",
    "boundary_lr = pde.new_domain(np.minimum(x_fenc, 1 - x_fenc), x=x_fenc, y=y_fenc)\n",
    "pde.bc_sum_eq0(boundary_lr, pde.dn_sum_list(u, domain))\n",
    "pde_dag = pde.gen_dag(config)\n",
    "u_pred = infer_plot_2d(model, pde_dag, x_plot, y_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Mur Boundary Wave Equation on a Circular Domain\n",
    "\n",
    "- Domain Definition: The domain $\\Omega$ is a disk with center at $(0.5, 0.6)$ and radius $0.4$.\n",
    "\n",
    "- PDE Form: \n",
    "  $$u_{tt} - c^2 \\Delta u = 0,$$\n",
    "  where \\( c = 0.7 \\).\n",
    "\n",
    "- Initial Condition: \n",
    "  $$u(0,x,y) = \\sin(2\\pi x)\\cos(4\\pi y), \\quad u_t(0,x,y) = 0.$$\n",
    "\n",
    "- Boundary Condition: \n",
    "  Mur (Absorbing) boundary condition: \n",
    "  $$\\left(u_t + c \\frac{\\partial}{\\partial n}u \\right)\\bigg|_{\\partial \\Omega} = 0.$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/liuzining/codes/pdeformer2d/src/utils/visual.py:478: UserWarning: The input coordinates to pcolormesh are interpreted as cell centers, but are not monotonically increasing or decreasing. This may lead to incorrectly calculated cell edges, in which case, please supply explicit cell edges to pcolormesh.\n",
      "  vmin=vmin, vmax=vmax, cmap=\"turbo\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define disk-shaped domain with polar coordinates\n",
    "x0, y0, r0 = 0.5, 0.6, 0.4\n",
    "disk_sdf = np.sqrt((x_fenc - x0)**2 + (y_fenc - y0)**2) - r0\n",
    "r = r0 * np.linspace(0, 1, 16)**0.75\n",
    "theta = np.linspace(-np.pi, np.pi, 64)\n",
    "r, theta = np.meshgrid(r, theta, indexing=\"ij\")\n",
    "x_disk = x0 + r * np.cos(theta)\n",
    "y_disk = y0 + r * np.sin(theta)\n",
    "\n",
    "# define PDE and inference\n",
    "pde = PDENodesCollector(dim=2)\n",
    "domain = pde.new_domain(disk_sdf, x=x_fenc, y=y_fenc)\n",
    "u = pde.new_uf(domain)\n",
    "pde.set_ic(u, u_ic, x=x_fenc, y=y_fenc)\n",
    "pde.set_ic(u.dt, 0, x=x_fenc, y=y_fenc)\n",
    "c = 0.7\n",
    "pde.sum_eq0(u.dt.dt, -(c**2 * (u.dx.dx + u.dy.dy)))\n",
    "boundary = pde.new_domain(np.abs(disk_sdf), x=x_fenc, y=y_fenc)\n",
    "pde.bc_sum_eq0(boundary, [u.dt] + pde.dn_sum_list(u, domain, coef=c))\n",
    "pde_dag = pde.gen_dag(config)\n",
    "_ = infer_plot_2d(model, pde_dag, x_disk, y_disk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Shallow Water Equations (Convection Form)\n",
    "\n",
    "- PDE Form: \n",
    "  $$h_t + (hu)_x + (hv)_y = 0,$$\n",
    "  $$u_t + uu_x + vu_y + gh_x = 0,$$\n",
    "  $$v_t + uv_x + vv_y + gh_y = 0,$$\n",
    "  where \\( g = 0.1 \\).\n",
    "\n",
    "- Initial Condition: \n",
    "  $$h(0,x,y) = \\frac{3}{2} + \\frac{1}{2} \\sin(2\\pi x)\\sin(2\\pi y),$$\n",
    "  $$u(0,x,y) = v(0,x,y) = 0.$$\n",
    "\n",
    "- Boundary Condition: Periodic boundary conditions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x750 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h_ic = 1.5 + 0.5 * np.sin(2 * np.pi * x_fenc) * np.sin(2 * np.pi * y_fenc)\n",
    "g = 0.1\n",
    "pde = PDENodesCollector()\n",
    "h = pde.new_uf()\n",
    "u = pde.new_uf()\n",
    "v = pde.new_uf()\n",
    "pde.set_ic(h, h_ic, x=x_fenc, y=y_fenc)\n",
    "pde.set_ic(u, 0, x=x_fenc, y=y_fenc)\n",
    "pde.set_ic(v, 0, x=x_fenc, y=y_fenc)\n",
    "pde.sum_eq0(h.dt, (h * u).dx, (h * v).dy)\n",
    "pde.sum_eq0(u.dt, u * u.dx, v * u.dy, g * h.dx)\n",
    "pde.sum_eq0(v.dt, u * v.dx, v * v.dy, g * h.dy)\n",
    "pde_dag = pde.gen_dag(config)\n",
    "u_pred = infer_plot_2d(model, pde_dag, x_plot, y_plot, snap_t=np.linspace(0, 1, 4))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mindspore_py37",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
